{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Result Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from skimage.transform import resize\n",
    "import PIL\n",
    "from PIL import Image, ImageDraw\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_keypoints_on_image(im, kpts, r=5, color=(255, 255, 255, 255), \n",
    "                            alpha=255, image_size=(84, 84)):\n",
    "    im = (im.copy() * alpha).astype(np.uint8)\n",
    "    scaled_kpts = kpts.copy()\n",
    "    scaled_kpts = (scaled_kpts+1.0)*0.5*np.array(list(image_size))[None, :]\n",
    "    scaled_kpts = scaled_kpts.astype(np.int)\n",
    "    temp = scaled_kpts.copy()\n",
    "    if not isinstance(im, Image.Image):\n",
    "        im = Image.fromarray(im)\n",
    "\n",
    "    im = im.resize(image_size, PIL.Image.BILINEAR)\n",
    "\n",
    "    draw = ImageDraw.Draw(im)\n",
    "    for i in range(len(scaled_kpts)):\n",
    "        y, x = scaled_kpts[i].astype(np.int32)\n",
    "        draw.ellipse([x - r, y - r, x + r, y + r], outline=color)\n",
    "    return np.array(im), temp\n",
    "\n",
    "\n",
    "def load_kpts(logs_path, batch_num, pkey_load=True, tp_load=True):\n",
    "    gt, pkey_kpts, pkey_g_mask, pkey_e_mask = None, None, None, None\n",
    "    if pkey_load:\n",
    "        # load logs of pkey model\n",
    "        pkey_f_name = 'batch_' + str(batch_num) + '_preds_masks.npz'\n",
    "        # load logs of pkey_model\n",
    "        pkey_data = np.load(logs_path + pkey_f_name)\n",
    "        gt = pkey_data['arr_1']\n",
    "        pkey_kpts = pkey_data['arr_2']\n",
    "        pkey_g_mask = pkey_data['arr_3']\n",
    "        pkey_g_mask = np.sum(pkey_g_mask, axis=3, keepdims=True)\n",
    "        pkey_e_mask = pkey_data['arr_4']\n",
    "    # load logs of tp_model\n",
    "    tp_kpts, tp_preds = None, None\n",
    "    if tp_load:\n",
    "        tp_f_name = 'batch_' + str(batch_num) + '_keypoints.npz'\n",
    "        tp_data = np.load(logs_path + tp_f_name)\n",
    "        if logs_path.endswith(\"518085/\") or logs_path.endswith(\"215831/\"):  # error handling fix\n",
    "            tp_kpts = tp_data['arr_0']\n",
    "        else:\n",
    "            tp_kpts = tp_data['arr_2']\n",
    "        tp_preds = tp_data['arr_0']\n",
    "    return gt, pkey_kpts, pkey_g_mask, pkey_e_mask, tp_kpts, tp_preds\n",
    "\n",
    "\n",
    "def transporter_plot(rows_cols, fig_size, gt_img_pairs, kpts, preds, batch,\n",
    "                    logs_base_dir, save=False):\n",
    "    fig = plt.figure(figsize=fig_size)\n",
    "    rows, columns = rows_cols[0], rows_cols[1]\n",
    "\n",
    "    for i in range(1, columns + 1):\n",
    "        # creating sub-plot axes\n",
    "        ax1 = fig.add_subplot(rows, columns, i)\n",
    "        ax1.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax2 = fig.add_subplot(rows, columns, i+columns)\n",
    "        ax2.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax3 = fig.add_subplot(rows, columns, i+2*columns)\n",
    "        ax3.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        \n",
    "        if i % (columns + 1) == 1:\n",
    "            ax1.set_ylabel('Image')\n",
    "            ax2.set_ylabel('Reconstruction')\n",
    "            ax3.set_ylabel('Transporter Keypoints')\n",
    "        \n",
    "        img_b = gt_img_pairs[(i+1)*4, :, :, :, 1]\n",
    "        ax1.imshow(img_b)\n",
    "        pred_img_b = preds[(i+1)*4, :, :, :]\n",
    "        ax2.imshow(pred_img_b)\n",
    "        keypoint_frame, temp = draw_keypoints_on_image(gt_img_pairs[(i+1)*4, :, :, :, 1], kpts[(i+1)*4, :, :], r=1)\n",
    "        ax3.imshow(keypoint_frame)\n",
    "\n",
    "    plt.tight_layout(pad=0.45, h_pad=0.4, w_pad=0.2)\n",
    "    plt.show()\n",
    "    if save:\n",
    "        plt.savefig(logs_base_dir + \"tp_plot_\" + str(batch) + \".pdf\", dpi=300)\n",
    "\n",
    "\n",
    "def pkey_plot(rows_cols, fig_size, gt, kpts, e_mask, batch_num, save_dir, save=False):\n",
    "    fig = plt.figure(figsize=fig_size)\n",
    "    rows, columns = rows_cols[0], rows_cols[1]\n",
    "\n",
    "    for i in range(1, columns+1):\n",
    "        ax1 = fig.add_subplot(rows, columns, i)\n",
    "        ax1.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax2 = fig.add_subplot(rows, columns, i+columns)\n",
    "        ax2.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax3 = fig.add_subplot(rows, columns, i+2*columns)\n",
    "        ax3.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax4 = fig.add_subplot(rows, columns, i+3*columns)\n",
    "        ax4.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "\n",
    "        if i % (columns + 1) == 1:\n",
    "            ax1.set_ylabel('Image')\n",
    "            ax2.set_ylabel('Keypoints (ours)')\n",
    "            ax3.set_ylabel('Layer-0 Error Mask')\n",
    "            ax4.set_ylabel('Layer-1 Error Mask')\n",
    "\n",
    "        gt_img = gt[(i+1)*3, :, :, :]\n",
    "        ax1.imshow(gt_img)\n",
    "        kpt_frame, temp = draw_keypoints_on_image(gt[(i+1)*3, :, :, :], kpts[(i+1)*3, :, :], r=1)\n",
    "        ax2.imshow(kpt_frame)\n",
    "        ax3.imshow(e_mask[(i+1)*3, :, :, 0], cmap='gray')\n",
    "        ax4.imshow(e_mask[(i+1)*3, :, :, 1], cmap='gray')\n",
    "\n",
    "    plt.tight_layout(pad=0.2, w_pad=0.4, h_pad=0.4)\n",
    "    plt.show()\n",
    "    if save:\n",
    "        plt.savefig(save_dir + \"pkey_plot_\" + str(batch_num) + \".pdf\", dpi=300)\n",
    "\n",
    "\n",
    "def compare_kpts_plot(env_names, rows_cols, fig_size, row_titles, gt, e_mask,\n",
    "    kpts, batch_num, save_dir, tp_kpts=None, layer_ablation=False,\n",
    "    nkpts_ablation=False, kp_regions=False, save=False):\n",
    "\n",
    "    fig = plt.figure(figsize=fig_size)\n",
    "    rows, columns = rows_cols[0], rows_cols[1]\n",
    "    ax1, ax2, ax3, ax4, ax5 = None, None, None, None, None\n",
    "    for i in range(1, columns+1):\n",
    "        # creating sub-plots axes\n",
    "        ax1 = fig.add_subplot(rows, columns, i)\n",
    "        ax1.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax2 = fig.add_subplot(rows, columns, i+columns)\n",
    "        ax2.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax3 = fig.add_subplot(rows, columns, i+2*columns)\n",
    "        ax3.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax4 = fig.add_subplot(rows, columns, i+3*columns)\n",
    "        ax4.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        if not nkpts_ablation:\n",
    "            ax5 = fig.add_subplot(rows, columns, i+4*columns)\n",
    "            ax5.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                            left=False, right=False, labelbottom=False,\n",
    "                            labelleft=False)\n",
    "        if not layer_ablation and not nkpts_ablation:\n",
    "            # printing out column titles\n",
    "            ax1.text(x=0.5, y=1.01, s=str(env_names[i-1]).capitalize(),\n",
    "            horizontalalignment='center', fontsize=15, transform=ax1.transAxes)\n",
    "\n",
    "        # printing out the row titles\n",
    "        if i % (columns+1) == 1:\n",
    "            ax1.set_ylabel(row_titles[0], fontsize=15)\n",
    "            ax2.set_ylabel(row_titles[1], fontsize=15)\n",
    "            ax3.set_ylabel(row_titles[2], fontsize=15)\n",
    "            ax4.set_ylabel(row_titles[3], fontsize=15)\n",
    "            if not nkpts_ablation:\n",
    "                ax5.set_ylabel(row_titles[4], fontsize=15)\n",
    "\n",
    "        # row-1 sub-plots\n",
    "        gt_img = gt[i-1][(i+1)*3, :, :, :]\n",
    "        ax1.imshow(gt_img)\n",
    "\n",
    "        if not layer_ablation and not nkpts_ablation:\n",
    "            # row-2 sub-plots\n",
    "            tp_keypoint_frame, temp = draw_keypoints_on_image(gt_img, tp_kpts[i-1][batch_num[i-1], :, :], r=1)\n",
    "            ax2.imshow(tp_keypoint_frame)\n",
    "            # row-3 sub-plots\n",
    "            pkey_keypoint_frame, temp = draw_keypoints_on_image(gt_img, kpts[i-1][batch_num[i-1], :, :], r=1)\n",
    "            ax3.imshow(pkey_keypoint_frame)\n",
    "            # row-4 sub-plots\n",
    "            ax4.imshow(e_mask[i-1][batch_num[i-1], :, :, 0], cmap='gray')\n",
    "            # row-5 sub-plots\n",
    "            ax5.imshow(e_mask[i-1][batch_num[i-1], :, :, 1], cmap='gray')\n",
    "\n",
    "        elif kp_regions:\n",
    "            mask = resize(e_mask[i-1][batch_num[i-1], :, :, :], (84, 84), order=1)\n",
    "            masked_img = mask[:, :, None]*gt_img\n",
    "            ax3.imshow(masked_img)\n",
    "\n",
    "        else:\n",
    "            # row-2 sub-plots\n",
    "            pkey_0_frame, temp = draw_keypoints_on_image(gt_img, kpts[0][(i+1)*3, :, :], r=1)\n",
    "            ax2.imshow(pkey_0_frame)\n",
    "            # row-3 sub-plots\n",
    "            pkey_1_frame, temp = draw_keypoints_on_image(gt_img, kpts[1][(i+1)*3, :, :], r=1)\n",
    "            ax3.imshow(pkey_1_frame)\n",
    "            # row-4 sub-plots\n",
    "            pkey_2_frame, temp = draw_keypoints_on_image(gt_img, kpts[2][(i+1)*3, :, :], r=1)\n",
    "            ax4.imshow(pkey_2_frame)\n",
    "            if not nkpts_ablation:\n",
    "                # row-5 sub-plots\n",
    "                pkey_3_frame, temp = draw_keypoints_on_image(gt_img, kpts[3][(i+1)*3, :, :], r=1)\n",
    "                ax5.imshow(pkey_3_frame)\n",
    "\n",
    "    plt.tight_layout(pad=0.45, h_pad=0.4, w_pad=0.2)\n",
    "    plt.show()\n",
    "    if save:  # save figs\n",
    "        plt.savefig(save_dir + \"compare_kpts_plot_\" + str(batch_num[1]) + \".pdf\", dpi=300)\n",
    "\n",
    "        \n",
    "def overlay_kpts_plot(rows_cols, fig_size, kpts_list, colors, gt, batch_num,\n",
    "                    save_dir, save=False):\n",
    "\n",
    "    fig = plt.figure(figsize=fig_size)\n",
    "    rows, columns = rows_cols[0], rows_cols[1]\n",
    "\n",
    "    for i in range(1, columns + 1):\n",
    "        ax1 = fig.add_subplot(rows, columns, i)\n",
    "        ax1.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "        ax2 = fig.add_subplot(rows, columns, i+columns)\n",
    "        ax2.tick_params(axis='both', which='both', bottom=False, top=False,\n",
    "                        left=False, right=False, labelbottom=False,\n",
    "                        labelleft=False)\n",
    "\n",
    "        if i % (columns + 1) == 1:\n",
    "            ax1.set_ylabel('Image')\n",
    "            ax2.set_ylabel('Keypoints (ours)')\n",
    "\n",
    "        # row-1 subplots\n",
    "        gt_img = gt[(i+1)*3, :, :, :]\n",
    "        ax1.imshow(gt_img)\n",
    "\n",
    "        # row-2 subplots\n",
    "        pkey_kpt_frame = gt_img\n",
    "        for j in range(len(kpts_list)):\n",
    "            pkey_kpt_frame, temp = draw_keypoints_on_image(pkey_kpt_frame, kpts_list[j][(i+1)*3, :, :], r=1, color=colors[j])\n",
    "        ax2.imshow(pkey_kpt_frame)\n",
    "\n",
    "    plt.tight_layout(pad=0.2, w_pad=0.4, h_pad=0.4)\n",
    "    plt.show()\n",
    "    if save:\n",
    "        plt.savefig(save_dir + \"overlay_kpt_plt_\" + str(batch_num) + \".pdf\", dpi=300)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic Transporter viz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fHs27Ho7/yt2NkvxMUmaP2C7e3iT1WzViGwDH7eLt1enYwXG7PGK7eHvEdlVcOdpqSpLu6ZyaO+eBdfez6rrnTisAQJLUzXx+MT7rNXNHxA9zp4930sxeX5l1pefJL/Nk2yna3tZGN/rsgk2HJUlnrpyQJH1y79mSpN845y5J0mvvf4Ek6WivWbjeQcXfTx3rLd1fbJzYiacvzisuAADjmdpFaz2Sn/ztVXsSr6bM6Xl/+yl3SJL++z6X4PzCk+6TFCdArzr14Wjet3/jkswyVJGIDFtf0fTFSnykMskPsV1+O2W3Nzz5LBcnxHbRdBJ7bFzjH7erxHF7+Y/bk6smJ5k1YpvYLjZpTjJ+n1IAAAAAAKZsbt2DP/zC/ZKk7Svusvuq6927g/y7ntLTs+Ypsq0VL3vtlW59h9tu2atv2NU3zweff6Bwe2XLPGwev710ebLKdMX2Q5Kk79jlupStn3TPtH7/TvdupDOsq1lSFWVMr2NYGYvq1U9PzvPWm3YO3Z4vT3KeIsO2V7bMVSG2i2N7nO+A2N4YsS2V/w58bI9SpqzvoGi/Rvl789MbvU60zKFH3TF7e9N99r2nfFuStMN+v/ZFeyVJvUZ8Sh71bzRrnlFityiWfGyPWqYi0z5ulFXFvhThuL1xjttlzOq4PQvLG9v5tyKJ7XzTim3utAIAAAAAaouBmAAApfzUl/pbSdPPw6SnZ81Thm/xfe0Xdg+dXmZ7RWUuM0+yBbqoTH76jmY7mvaZC+/um/cZNi5BevsHu/ErWqrYj6IyjjLPOPVWxiRlAgBsHEEYVv8UbrB6Tqg9b8mYUv5B7TIPWfuX197+isclxcNCX/qpPQPLVrG9KtYxyrx/e9F1kuIuZGn7EwnOy+65srIyjvJg+CzqVYq/Y/+d++84+f7EaraXs/MPv/3mMAyvILbz56lme9UOekBsJ38jtrOml51n1DL1X7Re3zdPL7XOH7zXHb+HXbSOsx9l11XV9tLz+O9YmnZ85+z449coXH84mCy2y3eZ27nqvtn5x7absOvUbdG0oOE+O7D3iCSp1/MzZx9fx9lev4163B6lA2OZOhr3uF2t+sR2+XVMsr2GvXLyglP3DSx7/17XeNZLvWqS2E6aPLazJnGnFQCgLa1Ql5y6PtIyt+xzF1l+9Mpyd9r6Z2rZefD5p7Yz5q2eL7NUvtzNIJ7h8t2jl/MPD17a9/uDJ7f0/f6MnaGVo/y603Xv/j98Gb8f4+zDOFpDc5z+hGV4Q8F45b5zb/WN8gCA+ZjKRetGS35GKfMoJ98/PfLModMfOLE1+v8k+zzt/ahCfvIz/cRHkm6ytwsR2/lmHRNlLMJ+1CW2gWU12XF7/O3O67j9rO+6WJL06L/Gd7ovvPw8SdLh/UclxXda77zOvSuY4/ZohjfIlOPvQs07JxnHsuYkqy037zmnf0OS9EMX3ytJ+sy9F0Tz/NpLvihJuuaz3y9JWu+sqCxiu9iwnIQ7rQAAnb+9o09+996Rlnnup7O7eo7CjzI46rbH5csslS93cpTLaso5WpKZZZy69/sxq7qu6t2n45b7Bx/NfrQGALB4pnLRutGSn/klDZMnPlId9qNYFcnPJGV+6lfcT2I736xjooxF2I+6xDawrDbacXvHLtcLq9l6UjStYbdPWqsu7du0ZVUSx+1x1eW4vdFie9ox0Q3cncFvr7hXTu5fcc+2vuWiI9E8e1ddY9jHX+zW2wzL32kltosNy0m40woAUKDy3YIGx+9zH1y2y53wk+sp6mYZ2AmyVdFduTzZYw5ml3tYmf0J3U9LPiM7Tb6b1WBCERcyvR8dG/Hp1v39ZUyuI5hyvXt5MZPuRtZJjFKVV+6yZZ7RrgEAZmAqF60bL/npL7NUnPykE5/kvNOU7F+el/zkJT7S5EnEpMomPlJxwjZOmYltYnta5h3bwLKa7Lg9wXbndNzudt0BoteND3AP3v1NSVKz6SrijHNP61uG4/Z4qoiX+eUk41vanMTWtXLOv/Z9/NjK19NF0G0We2Eve13EdvVl5k4rAKASvgtV8hnQq6537/JMvuu0btLlLlPmw2037dWfP3XKpXO+/PL+1xBkSe+HL+PVNwx/f+s8bW66sr7tEvfuWl9mqd7lBgDMVm0vWhcx+Un2eS+b/CRP0LNIfnziI+UnP3mJj1TfJCKd+Ej1TdiI7ekgtgFAOrTXHSu2JG7UnHvGZknS8a47dtx941czl+W4jUUwrZzEj9T7i999dt/n//C1pw3Me+fjbh3H2tl3Wont6lUwsDEAAAAAANMxlTutoSbpC13mDoJviejfSJX99UczfpmT4v7207jbVqZyFrfuj9ibDV79+d2581RRZmI7f55px/Yl292dgqY9HHHP4eOSpPWwl7tMbHHrntiepqJyz/u4PXzb6e2Osx/LHN9h4uc89nNedXvHDfeVnnfnav40cpLZmv1xe3zzPm5MKyfxn//mZ79z5DLFiO20qsrMnVYAAAAAQG1N5U7rsU6gm/YOH3Uuf/h+r7hlz4+yVbStaekM3OCp5/OIo9sYdT/OKyuI7dl7zo4tkqSffsoZkqSVhivLURsZ8xfufHCEtW2Muie2i7ffb2Mcu+dd98kyxKYX38fs2bZqYrvYvOs3O7aXwaIeV0Yzv+N2sfrV77SO2bM+FxDbo+BOKwAAAACgtmo7ejAAYHa+drilH/nc8NFCb39F0WtXhj244p9hdD+LtjVbeeVetDuww/djsepeyqt/P8Jm4X4cJsUBgGUxlSP6xk1+Rj/51tPGqPvSiU8CsZ1lurH9GxedI0l6/1cflSSdt3VNkvSGc06TJG1tNkdY28ao+3FiG1hW1Ry3i9Xv2LEsFvG4Pbr55STFlqF+64nYHgXNkAAAk3URXCbRcfNctss9O9VKPHjin2Hp2vCB/rkq/5yVf17m1v3xsy5F8/jpz97Zjpbx24y3p8wyJZ+p8WXKm6e7EMM0xmVM70devfl6LTOPn37bgWS9ZW8vr+6z5xkeD8kyFVukRmEAwDimeNE6/+Qn+dB52eQne3vKLFO6PGVO0PWWXfdZSUTZus9KjnzyUy6pHD5PXixklamcMskPsZ01z7RssoGX3nPxk/s+H+2BfGKbxB4b27jH7Um3gfEt4nF7pB0sYZo5SdXlQHnE9jgxxZ1WAACm6Lk2Ava/e6obAduf/D/2jW9Jkm45eHQu5QIAYFFw0bqAVgPXOvEsS4Qk6epzT5ckney55pW33/WQJKm9EHd4gXzvuPthSdLWVva91cXoxQAAAIBxcdEKADDjNgC4hrTh3ZXdPL6RYdg75/ydyLx5/PQy3aPLlCl/Ht99afR62dqMG1ku2r5ZknT25lVJ0l89sk+S9C4bZOw1/3K/pPjdw6OJu1gV7UcVdZ9UVP+Tx0PZ+qfhCgCW3RQvWuef/CT7X083+Slf5ipOrr9zybmSpAu2boo++8tH9kqSHjh6UlKcDP3y3Q+NsObq676KxGf4PFUmPlXOk4XYHkc1XSeJbRJ7bGyziP+6/I0ty/OHi3jcrlpdju3EdrWI7XFiarSxTAAAAAAAmKGp3Gk9f3tHv/s9e4fOs32l6Aq7uDVlW8ut4+Mv3le2aJV603W7JcXvUJpVC9BF29wd1uT7Kb/n1B2SpO/a7erkSZtWJ9jCxqh7H4N/XRCrkvQjf+Z+Ett1NEpr3caoe2I7n69fabrx3Qzidb709FMkSdvtmO2P1ztazYF5JzN8PfOue2m28f2L/29HUlWxXWze9TtYt8ticY4rk9T9/I7bxZahfuuJ2E7zsZ2FO60AAAAAgNqayp3WLa1Qzz+1XTzjUMNahtzVvh9MdPJtjWdwMNPiMlcp2Tj/jG2b+qYdbHcnWPPGqHv/bqtR9oHYzrJILZ8bo+6J7XzZg1Dnlbua2L4odXxOH6+rM3w/5l33yTLEphffW+wOxcaO7WWwMeqe43Y+Ynux636c2M6ytGEAAAAAAFh8vPIGAKBA/b03hhl8Na774GMv2i+p/xmqq67fJUk60snZ7oxu1Ge/zje73EVlTmpG5e/fwNFuvPBPf+WBvmkPHj/Z9/t6L7R1jfPsWbxMej8Ot13hrr5hV+7S86t/94F/XuvaK13ZfZml/HKXLfMi9QEBAAxX6qI1CIJA0uslnReG4buCIDhX0plhGN6YOb82WvLTX2ap2uQn7RfufFDSYOKT5IfIHi0Jyq77KpOISZVNfKTihG2cMhPb043t6SG2gY1q4x23q8Fxu1iVdU9OMojYHrSIdV9Vmcveaf1DST1JL5H0LkmHJf03Sc+vphgAgEV3zT3bJPU/A3O8W/8r6HS5y5TZJxmf/O7i0RCrUGYE0PR+dHrTLFE1fF2/987tkhajzACA2St70fqCMAwvD4LgVkkKw3B/EASTvFOl0CImP77MUvnkJ5mIzCL52SiJj1TfchPb00FsA5iWRTxuj4Pj9sZDbE9/e3mI7dGUvWhtB0HQlN3PDoLgdLk7rwCAJRBqkhOmS3Bu3V+mLbP/RO67IHXn0kurbLnjwqXLefnu2Y7oOFhPcXJZdj/61jHFem8OzXuDvrLctHdY2VPlLlnmeXX8AwBUr+xF6wcl/XdJZwRB8JuSXiXpnXkzb7zkZ/QyZ5WxLsnPWPsx5TrPT36mn/ik10Bs5yG2x1GX2AaW1cY7bo+O4/ZohjfIjIacZLqI7dHUJbazlLpoDcPwz4IguFnSv5Gr6R8Ow/DuaooAAJi3rx1u6dWfP3WkZZKDRozrSMet403X7Z54XWWMU+bkMqPWkSSttlxWeck5hyVJ3Z5b38mO6xN27yPbshcsWaZRlxlnH8bx8Rfvi/7vBxQbx7jl/tphXpAAAMui7OjBuyU9IekTic9WwjDMbKog+SleZpLEp9VwJ/+nn3l0YJ7bvrFj7DKNs8ysk595JD5JxHbxMrOKiTIWYT/qEtvAsuK4XbxMnY4di7AfdTluE9vFy9Qhtnec6homm6esSZIae49Iknq94vjZqLGdpVE8iyTpFknfknSfpPvt/18PguCWIAieV2mJAAAAAAAwZfvO/J2kvwrD8G8lKQiC75f0o5KulXsdzguSMx/rBDnPX8VX7ek+03F/7zBzev882Xy//pv2rgxMy99e9vQy84xTZv/7LfsGy1i0vec+9aAk6Q/eeJck6a9ufFI07YrzDkiSPnn3pZKkoyebpdbZP0/+fqTnzduPaus1lv/MRv/Mw7ZXrszDW/PqE9uzGtlvlNh2Mw1/9rK6MhDbyxrbseket6WysZX8vWxcbFvrRp/9/Tv+WZLUs7+Rv/jSWZKkZ1l34b/8qDtu+27Do+1H/veTnneS80/W91g0z/Bn7aqM75wdt7tB+bE9XfM7bpfHcbvq43Z5VdQ9sZ1vfrHtJjz7O58ZTbv9wSckSU951pmSpGdu3yJJuvH/u9kt247PF+n1TW8/0twG6xLbWcreaX2hv2CVpDAM/6ekF4Vh+CVJa5WWCAAAAAAAU/ZO66NBEPySpD+3318j6XF7Dc5Y1+QffuF+SfF7jK66fpekuJ98enrWPEWS/bGvvdKtz/ezvvqGXX3zfPD5Bwq3V7bMw+bx20uXJ6tM6Xl+/ivuPY1Ne6b1ln+Nn1/9o78/V5L0x88/OHEZ0/s5ShnzpifneetNO4duz5cnOU+RYdsrW+aqlI2TnWvxn86bvri7b566KRM3syoDsV3/2J7kuC2V/w78cXuUMmV9B0X7Ncq5xE9vrsQt56vR8u7nG7/zYbeO4+4U/MffMfn5J2ueUWK3KJZ8bI9apiKTnBOrjm9Ub6Met7H8imJ7x+6t0bytVdczstFo2O+uN+RHr3TH/k09N0RQVmwjVvZO649LOkfS39i/c+2zpqQfm07RAAAAAAAbXRCGYfFco6509ZxQe96SMaXMs1HZ07Pm2bnqPrj9FY9Lkg6su4Uu/dSegWWn/2zUaM9zjbO9Tauu5f6z77zBTW/EC9z5TXcX9uc+NskzrfnzlJ13Ws+P+O/Yf+f+O/bfeXXby9n5h99+cxiGV0wS2/77+shP3i5Jet7TDkbz3PjAKZKk//IPT5Ek3f+wu4ueH9v1e6Z1emWq4tmo/HnKzktsL+dxu+w8o5ap/5lWd8xeTY3GeMP9riX95zROoeEAACAASURBVK591sB2qtiPsuuqanvpefx3LE07vnN2/PFrFK4/HOTHdrV2rrreM/M/btfBRj1ul70XNKHC43a1iO2kcs+0vujll0fTjh0+Lkk68K1Dbtmmy9Efuf+bkqT2emdgK4XHt8r1n5vnHdtZk8q+8uZ0SW+TdImkTf7zMAxfUkkBAQAAAADIUPaZ1j+T9BeSXiHpZyS9We61NwCAJdEMxu1541qCi0YKdsrMVLS+KtZRdj3xukYp0xHr7SJJb/0Tdyf15176oCTpRNu1WP/8/31x6W1PVhdl11V2fdV9P944ZYrvdGRPHxyPEwCwqMpetJ4ahuFHgyD4P8Iw/JykzwVBcNOwBeqR/IyeaIxXptkkDSfWXRLkE6D/7XsfGpjnZDvv9n2VCVyZ9c0qqawy8cmfJ5n8jBvbvrvg5dYtOLmW55/nPjt/z92SpH/73r63SI2pTNfeWXfpyS/T+IjtqmIbWFajHrfreIwsX6aqH+uo/3Hbn0Pv+ua2vs8vPvuIJOkmewRnlmUqNn69TpKTENvl1jepu2/8avT/1oq73Eo/ktmr5BHN5cr1huUkZS9a2/bz0SAIXi7pEUm7Ry8KAKCOLt3V1v/44cdGWua5n85+PnHa/LM2//TSuMPPLnvmapwy/cvLnph4Hb5MX3754/kzPdb/3O7dr3gid9Yq9mO/PYN02afPKL2O9H74dXzf350ezTOv73to3Wb4wb9oF88EAFgIZS9a3x0EwSmS/oOkayTtkPTzeTMvcvLjT/bjlMknDMn1TC35kaS9pw98dO8r+5epMvGRyic/WfuQTn4WJfGRpKde435OEtsNG4jpT75wjiTpzd/18MjlGMVCx3YJxPbwMpXlYxtYVuQky3/cfv/r75Ik3WWDUvo7Pf5O6yt/54WSlu+4TWzXN7b9oEvD3GrbJSeJDctJSl20hmH4KfvvQUnfN3IJAAC1FkhqlRwccLBH0yhdtkptIXN96XW1Et3iBrddbh3J9eR3ZcrfTt7Io8EYOUJ2T7Hx96M10G2w/PeUv47RypSvf+ZRylS2bjfSeKYAsOzKjh78NElvkfTU5DJhGL4yc37VJfkpn2gMT1qqSKCGrytrfdUmP+W3W5z45K9v2NDxZROouiU+SZPE9qte8Kgk6eKzD7tyxY2Muvnr7nmbD9krb6pUnJCXX8ek60mvg9geZraxDSyryXKS+eC4HStz3Pav+TvvjKOSpE1256rb69/Ash23ie3lj+2yhsf2fFSdk5TtHvw3kj4q6X9I6hXMCwAAAABAJcpetJ4Iw/CDUy1JyodfuF+StH0lbi246nr3IvYjnXKX7NsSL3K/9kq3vsNtt+zVN+yauEyjlidZpnR5xi3TqPw+SNPZjyrrdZQypcszaZmm4UP/eG7fz2aidbSbagryzwOgPGJ7/qo4bkv1/Q6qKtM4pnH+kTgnYr4mPW43bayI/+fmMyVJz31K/3OEb/34JZKkLSXvRibLtFGO25iOqnISxMpetH4gCIJfl/Q/JZ30H4ZheMtUSgUAAAAAgMpftF4q6Y2SXqK4e3Bov0/FT31psCVq1Gdaky0Zr/3C5G/oSZdpnAFGfJmqKM84qqhXqdr9WIZ6Lae/ZS19d7Ufd1pHRWzP37J/B1J9jt3zrlepnmXCYpn0mOGfWfU9mNJ6tq4tI/ReIq5RharOh4iVvWh9taTzwjBcn2ZhAAAAAABIKnvReoeknZLy34SewY+odev+FUlSZ8idpXiaa50q0xrRsSa0m/a69R9upx9aiFvH89dXptmjqEyjNJ0U7196vyYxWr1WuR9V1Gu8nlv2rUqStq+4HUrvlzdpvfpR+C7b5V5Knzfi2XixXZ5fJj+2F1N6v6pYF7Fdh9iu8rhdZn3Vfgdl1zVsfVUet936+rc9q/NPledEH9vSdOM7OXrqsPjmuD2eRThu98KiZwQ5bsfbzZ9WtAyxXbyu6nOS2cqP7fLK1GvZ2O5bpuT2d0q6JwiCm9T/TGvmK28AAAAAAKhC2YvWX59qKQAAtXK1jXK4fz2/RX2SZ71e/flTxypXXVW9X8vw7FPWKKnTiJldq/GtgFtfPlKHMADAgih10RqG4ecm2QjJz2iq3K9lSHykweRnWvHik5+yiQ+xPRpie1BdYxtYVhy3R8Nxe1Bdj9vE9miI7UF1jW2p4KI1CILDyu54HUgKwzDcUXpLAICF0QkHn8vxz574Z1Fu2bdi84SZ0/vncb837bmVy3e7ef2zL/5ZLDdPWDhPsewy+fKk920YX55hZcrbr/5ypx/aKVNvw/djlIQiXa9Z+1FOuTI9e2e8nbyYKVNvRTHTKXyeEQCw6IZetIZhuL2Kjcwr+SmTaJQzvaRhnBP0YOJTpoz906e1H9NKKn3yUzbxySpTmWR51ORntNgeZc3lB7ZZJMT24sQ2sKw4bo9qWfcrbfGP23FsV328X9YYWNb9GkeVdVFi0NkxYrTsM60AgA3uLRcdkSRtX3FnoqusK5rvCpSenjXP5qab9rZLDkuSDrfd58kuSWXmmbTMyTIV8eUZVqa8Mpcpd5l6K6r7UfbDlzFrP0ZRNh6GzVOm3qqMBwDAYprbResskp8yiUaVZS5j2ifoKpKISfZjWkll0X6VScZmlfhUESfLithe7NgGlhXHbXgct4F6Wo4XLQEAAAAAltKM77SW6S5VvqUpHp1qd+Y6jnTiT/LmGeWF01W0fuWXOd6OL3f2PNKwMldRr2UU1X119Vqu3JPVa7IlfdzO/OW7Ak72UunFbvUf/j1JxPYo5YnXMf/Yru647eZRwTzzOW4PK1PxcVvKK3cVcVJGmViqpm6riId4PdXEQxaO2+VM44G/OtbJMh23R0FsV2sj18l09507rQAAAACA2prjQEx5V+P5owcXKTcS6SSGl/mWfavRJ9tXen1lKl5HLGvUuXENjoA4bPv9++H34XA760uosm6Ly1TPeMiziLE9XLnYLkZsD5ZpseJhFrE9bDvjGD0u5n3cdmUqG99xq3hxfM/2nJg1oneRcq8KmgaO23mme9wus0yZ43aVlu24nWdx92XxYtt92LDt+dr6ygG3zBZ7vnn6sT1M/eOBO60AAAAAgNqa453W4c1sH3/xPknSztXyzXEH1t2V/aWf2lNiG+O0AuStz63rzdcXPwdRpkx+NLq//p69I5Uui68LXzdltj/ZflRZr7HpxkPVLUKLGNvD11UuJooR24OI7fS+DNtO1d9BUVzM57gtjRLfcZ1UsR+jKRcPUvmYiPd31vHNcTvPdI/bw1S7H+Ut23F7OGJ7drF9xXkHJUlv+YF/lSR97u5TJUmBvR/+Q587NzH3fO7EV3cerx53WgEAAAAAtTXHO60AgPqLW1vTz7rkPcMTTNhAnH7OKPu51yLZz+f4MktSNxw+j5/eTOxP2TKNUwfhkGehisqYNU+6jFnPb02jbrOe6ZokJqqJBwDAIpvxRetsk59xEo1s5ZKGrEEn8pKfdHmGlama5Kd8GfMSn2QZZ5dU9i9R38RnUWO7rOl0UyG2Y/WNbWBZcdwea62VNciU3uIkC49gYx+3ie3px/bN/7pDknTbg+7nj7/4m5KkH/39542+4SmbtPF5GugeDAAAAACoLboHAwAAAMAMXHjWkb7fuz1/W7OGtzdrhItWAMAQ8Ul0Vt3WfBe8m/amt1dmFNx+ZcqcP09g5Ym3V0WZRuPWX1TG4fM4+fVadZmqVWU8AAAW04wvWmeb/CSfPZhF8jN8en/yk500TPMEXCbJKJ+IVJP81C3xkcav+0WN7Spibd4tg8T2dGMbWFYctxfDrI5dHLfHRWyX87ynuVfePOfcw5Kk//3aZ0mSjpxs2hyL8X3PC8+0AgAAAABqq/ajB09mstYW/4Ld5Aijo3rTdbslSUc61ZRpcsO27yr/T67cL0navjL+jrdGag4pLlM1pln3xDaxPV6ZqrFMsS1Nsj/LGdtSfhniyq9PfFcdENOqf47b9YjtPBy3FwexXca/PLBTkvTCX3uxJOljL7LYfvK+sdc5Wmwvtg20qwAAAACARTO3gZg+Zi1nu1Zds8pzP71HknRgvcqWkWEtYtnbSb6XKPnex3ENtoCMXqZqFbcSXr57XZK0c3XyFsVy73larj78xHbm1ifeXjFie9pmE9tSfr3lb8d/H8sZ20VlcIjv8XHcztz6xNsrRlwvB2J70OD2e6mPZh/bi407rQAAAACA2prbndZW4FoVmlNsGdjWilsurrVW1MNtt8Grb9hVuPwkrRZhTqOJL1O6PGXLNEGJJMX95yVp+4r77Krr3XaPdIpbw6ZZpnR5hpWpzohtYpvYnkxeLM07tsct02SGx9KwOJpXfBPb2Thu95VIEsftZUFs95VIUt1iezlwpxUAAAAAUFtzu9N6y75VSfFocJOMGJbneDdusnjvnduntp1R+DLNqzzX3LMt+r/v/5+sp3nwZapLeSZFbBPbHrE9nnnHUlod/t7qGEt1LNO4OG5z3PaWKa5nhdgeVMfYXnTcaQUAAAAA1Nbc7rQCABZB3DL85uuHPwfUCd28nfQQiSWWSeraZzftXc1ZKhxYdpRtjqqb2E5RmaL3elZWHLftW/cP364U10fXP+RVQRmyvp+yZRrn+8neHgBgo5vxRetsk59REo1xtjeO4mQsLlO1yU9RkhFvaBqJT3K9k5Rp0mR4eohtYnuyMtU3toFlxXGb4/ZkZVqG4zaxvRFie/Rl6xjb3GkFAJSUd2JyJ7erLfEffF9evnGeM4pGpUxcaIyyzbLrH2eZV3/+1LmVYZz6L+K/n0nKI5Uv07yfgwMA1NMcL1rrmfxUebJPrn+cZapIfuqS+EjVJD/TjodqpPfPxfSqvVLhA1+xnQia0Rx3HtsxdI3EdjXbJ7YBZCMnKVpmEY7bDXtn0fZdbhCc0O5gHdp7ZGDejXLcbjSsTnZbndgdtEP7XJ0Q24sR26NY1thmICYAAAAAQG3N+E5r3D86/QLvbqrr9G0HVgaWTs+Tt65Rtud/ltleUZmzyjFY5vwXmKfLdMu+lczp2S3C2euNlynerpdVF3nzTlYnRWXOL9PosTDa9kaXH2ubgq4k6ZW7HpUkvWrrQ5Kk9z36jGieN+y6W5L0Kw9dIkk62mtmrqvM9ojt/DIS2+OY9XE73uYsYrvcPOX/3tKx3b++7F4Y04qlvHnL/K0M3165Ms0qHsZHTrIsx+1my6WzL3rZ5ZKkfYePSZIe/upjkqQnXXy+JOmOL941ZHvLc9xutuKeXJdeeaEkafuurZKke295QJL0tGedK0m69fODdTIN/hnT4c96zla5516noX51Uc8y9eNOKwAAAACgtub2TOuHX7hfkrR9xTUpXWV9qI90gszpWfNsa7lp117p5o36y9+wq296mXk++PwDhdsrW+Zh8+SVOatMeWUepooyptcxThnT05PzvPWmnUO3d1Vi8I6ydT9se1XU6yjSZf33/+yeI1kNXKf/zU33+Vsuip+x2XbosCSpac+9EtuDiO36xfY0jttl5knH9ihlmuQ7KFOmYfGfp0y9FZUxa55RYrdoP3xsj1KmOhw3yiInWezjdmDPbbZW3R3GRtP9POeCJ0mSzti5Jkl653fti5Zd5uO2rw9Jaq26VL9hDyn6Otm6ffPE2wFmiTutAAAAAIDaCvzIalV6zp494Wde9zr5VV/6qT2SpAPrcctPNc9ilFtXVdubZplH2944z4+Mv93xyjj+9sZ75qya7e1cdb/c/orHJUmBzXvOBz5wcxiGV4wT21sbHUnS3150XXahJR3supbQH7v/BZKkQ/Y7sS0R29VsbxqxvQzH7bLzVFOm9MTs2C6z3jL7MV4Zx9/evI4bPral/vh+2Sc+oa88/niwUWN7Ix23W6vuGdNzn3GW+7zrxpLYebobmX+L3VW88TM3j7y9RTxuH1H8XOK5F7o66XVdb6+dp1md7HB1cv2nBusEmLadqy4e82I7axnutAIAAAAAamsmz7S2At/ilt9cNnyEtfLzVLmuonmqLPNo2yt/d3x+ZZzvOsbdno/VssrE9onQPVtz3ZH894D5EeyyylTm86rnIbans71li22O26Our7r4nl4Zp7eOsvOUnddPJ7ar3c7o25v/cbspd9fm6P7DViRXpscOuVGEu53u2NtbxOO22p3osx07NklKfEs9VxdH9/WPpQHM0qixLXGnFQAAAABQY3MbPRgAUB9H223d+Mgj0e9/9NxHhsyd4u922IiV3TFeNNgYcvuhV80LZzFlDbtz2ZvCWBll3fRo/P+j7fbcygEAqNZULlpJfjCJRqLL1rySn2TikzTt2P7ok24bugpie7HVObaBZUVOgshTR1+kzsftUrHdyRloycf2i4jtjarOsZ2FO60AAH1t/369+q/+aqRlLr7EvYN4+zZ3Knnta937//7kT74ZzfPlLx8auo6mJT0//vqzos8uumirm2YXCu94x32SxkuqMH0Xb3Xf1xWnnCJJ+tIB947R+44dm1uZJKk7xzu+AIBqTeWitS7Jj098JJKfRZBOfKT6JD8esY1xLEJsA8uK4zbGsQjHbWIb41iE2M7CQEwAAAAAgNqaWvfgUbvlPPTwcUnSn/7pcyTFrTxHj8fDdhets9tx01/28tMkSdddtz+a9sUv7rd19OznSMXDDNx55Iik/sHzv72+Lkl6x9OeJkl61wMPzLpYA4htjIrYHrLNVGxLcXwT24shHd/p2JbmH991iG2O24uF4/aQbRLbC21RYjuNO60AAAAAgNqqzUBMvs97x1pvPvEJN5zUffcdHXldvq/9jTcejD67/fbDtp2Jiokp2tJsSpIu2LIl+uw1e/ZIki7bscPN03DtLMd6vRmXbnzENojtYs3EKJQ+vontxZCO73RsS4sX3xy3wXG7GLG9mBY1trnTCgAAAACorSCcwpDwQRCMvFK76Nd73nOhJOnSS7dLkm6+OW69eec77y+1ruc8xy37W7/1jOgz37L02td+WZJ07Fh9Wg7g/Kfzz5ckPXv79uizN91xhyTpSaurkqR75jeq2c1hGF5BbGMcxHYxH9tSHN/E9mJIx3c6tqX5xXcYhkFdYpvj9mLhuF2M2F5MixDbWRO40woAAAAAqK3a3Gn1VlZc//hnPMO9QyjZx77dHm21yfdGeffcM3qffczGSuC++/M3b44+m2NLT9rYrZoesb1xEdujScc3sV1v6fiuUWyPfafV47i9cXHcLo/YXiyLENtZE7jTCgAAAACordrdacXsrbSste3sbZKk+77p3t/U7vA1JkzcqonxXPwU98zFvQ8dsU/cV3Dhk7f3zddsxKPP3vWgG73QBr8jtocjthdQ+rgtEd9ZJr3TipiPuQss5vxxNj1dGjzm+gFI/fG82wv7fkrxMZ6cpBSO2xXKi+3051n8vD62h81DbJfCnVYAAAAAwOKpzXtaAQDAcL5HwW//5CWSpP/2+Ueiaf6zP/37hyRJt371oAAAWAZctG5geckPiQ/mbW0l7gTy+z97qSTp1e+6UZJ09ESnb97Vlpv3XT9xUfTZG95zsyTp19/kPiO2AWAyV/3AUyRJL3/hHknSD/3qP0uSLnv6KZKkN/wvT47mTR9z3/2n99rvF0uS3v6RuwbWT06CecmL7d+82sXrhU+Ouwe/82N3S5LeffUzJUk/+f5bJUnvsdhOT5ekN5KTVILuwQAAAACA2uJO6wa2adW1WTz9bDdU+a1fPSBJ+qXXXSApbjWl5Qez1u72Bv7vW+H9JD9ox1//x++QJL3eWjIlqWeDexDbWDZ5x22J+MZ0ffJz35QkvfLKMyXFA935ePMxKQ0ec/2AS++wu1CevzslxXesOG5j1vJi+50fcz0C0gM/SnEvr5blJsnBINO/k29XgzutAAAAAIDa4pU3iJ5H+a5LT5UkfeH2vZKkO75+SBJDcRuGl58B/yzr677vnOizyy5w8Xnfw+7O6kc+86Akqdl0rZi/Yc+IvO1Ddw6sj9guhdheQOnYlojvLLzyZnL+uPyTL3PP/T3jHPd83633u7tCf/aP7nm8Zz11R7RM+pjrX/nxEz9wbt+6zz8rvjv7y/ac67PP25G5DuK6D8ftChTF9if+6WFJ/TnJmt019bGbfob1a48c7ZsuEdsj4pU3AAAAAIDFw51WoBxaNbGsiG0sLe60Yklx3May4k4rAAAAAGDxcNEKAAAAAKgtLloBAAAAALXFRSsAAAAAoLa4aAUAAAAA1BYXrQAAAACA2uKiFQAAAABQW1y0AgAAAABqi4tWAAAAAEBtcdEKAAAAAKgtLloBAAAAALXFRSsAAAAAoLZaU1rvtyU9OKV1A/PwFPtJbGPZENtYVsQ2lhWxjWX1lLwJQRiGsywIAAAAAACl0T0YAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqC0uWgEAAAAAtcVFKwAAAACgtrhoBQAAAADUFhetAAAAAIDa4qIVAAAAAFBbXLQCAAAAAGqLi1YAAAAAQG1x0QoAAAAAqK3WNFZ6yuZN4Z4d2xSEoSTpWC+QJAWJeUKbFjQC+119PwObOUws46+wQ6Wn2br6ttC/bJD6LOifVZubYd98knSs21+21CKZ28lTZtm8edLTw/QHwwoxsNAI8/jvIByctYj/Lja1egPTjpes1yzR95f+3D4IwvyZ86siXpuPi82NXt+0+57Y++0wDE8ntgcR27FFj+0zT9kWFf54r39fSsna4XRZ/d9DicqJ5k1vwO9Lc7BwxzvpZfKLNrjB7F9HqYLIWAuNYdjfykAwlViRVfoWq9vQvqgT3cHV5MVs7vYzDKwjHJyWt9pQ/vgbz7m1FU3UY4eO6MDxEwGxPTjTQsV2mR3OLVN2XEuDsV06rgsn5qxj4DvPXmWYPG7b3Mm4lqR7OW7nzkRsL0dsZ61nKhete3Zs0x++9uVqdVxt3XxkRZK0kpin13XTGpvcDvTsD+1kx5V6tenmO9GLbwZvb9o8ttPr9lfZarhob/rU3xLHbiOuvoYt07GfTVt/w77Yi085LklaC5rRMl8+5P7fWXe/R1Vt2Z//w/QpYC+Ik9hGw2fFrkzN6AvtJVehbuII4BdRN+xbR2D7Edi6rIrUbCaS5m5/gtG1ZVtWJb0wVVgpulIKrDB+nqisNr3djetxxdZvX5ea6Xq1ZRq28CW7TiQ26Oa546ALu/W2rcMqMggaVsSM1NsS7V7X6tN/B7a9dav71cT+hR07eFuhVmz/elaffh96YfxnsGZf/6XbjtnEVUnS933w/3pQIrYlYntZY/spp+7UZ97yJoVWjh/9R3fOOBHGG275CxmL3cD2r2uzZDacBP37HF3QW32H6QlS4lzc6/s9DNxf2iZb5399ybejRfz39erPunKfXHdlbDTd31Aj8GUfLEtU7kb/7w3/vyC5TPZpf5IkIOuEHqb+FyeCFqe+jIm/Tf9haDHai+ox3XAVLxM1ojVcPGyxv73/+r17JUlti7U3fOG0aJkTvm7t+OTXG601rsAEK0OqrafR7N+vRqKU3dAdS/3fiI+Ztv+btB1ca52Mlvmbf3PA5u3of73mE5KkM0/Zpj98wyuknlvP3Ycbth/xMbHp/w6jv1k/Jej7vZf8Lm1f/PHNH5a7to7oO4ourmO+7Ou2Ty3bQMfq7Lm72kq77dst23+rF9tey+o29MfV0H8/ib+pRv9PnzD6OXo+vhLfT5Aqd5T4htmxHw5vNuv7PBx2VeXj1v/0ibc/5sdfmxr+C7H1NXr9sR+d06yynr0zrteuzXT3ATsf2s53U99r/J/Ed9lIlT8611gZ7eNmch4rY9vKmD6+BF1//E7Epc3zgtPsb812/jt//9oHJWLbCtH3k9hejtjOMpWL1s2tlp6557Ro5e/4h7MkSQcTWwvsD2zFkvWOT/SjfMBmTkRZHAdux5qWxXXaPlm2RN8yj047EVKtU5Z87AAAIABJREFU/uzET1mxzfzF0x9zyyYC9pfvcCfp4yesku1kHtpVgd8H2ZeQDOoV2xHbrahsPtnr2CpXwk68fw0LSLswiS8ObP+6bqEo+Uok9h1LLHwm37Lsv9fyf7w+8Un+cdkfgv/NJzz+r8lPSLSw+yj1k6LrrrZPQN06N6+63//yGY9Hi7atTL9216mSpGPHW31l9PUYBPEGg9RFVPRXYxXoL27WbR2NxMHCclV1bB3+Is4npp1o3XFmtXXNLfQjL/mWm9ZbVxKxTWwva2wDy2qt1dKFp58RNcj88m1zapBJLFvUIPPD57sGmWZiobffVq5BJt0YIxU3yOQ1xmR/UjRhcBbfKJHXGJOcZ6BBJqcxxi2f3SCT1xjzQ0/fG83pG2Tecac7HxY2xiR3oNH/QVFjjFvE/b9sY4wUN8i87uK4MSaJ2Ca2lzW2s0zlohUAsFgCuQQhtBNHY8Vabdvxha9PHKI7ufa5b4Twrd/JhuaooSCa2Rodev0n9l6ixdd3rfct9IHN24nuFKT6PElqBFbervvZtEaOaK0+2UlkZo1Wf1n83ftOOjFL8O3EUct8KmFpZCRxvaK7ssHglCjvixIUX7d+e35CYjWWXcQJpu1f1LPBfb6aaO32PRm60d0Jtw7/XQZy8dDrxq34gWUtjdRzDdFjDP6RhEQgRO1UUf37OzY+EbOyd+N48w07oRXcN/yt2XpP+v0LVqNlWlG4tVQq8wQALISpXLQGDWl1NVDXEoHuikswWifjE8hZO9wJcN2SkAN2N6Nnd6FOt7sCrZPxJf4TvTW3vuhWuVvHWdvsZGfnum8ddutorsXb27PZrv7bbtlHjrmZfctTdApP9An3J9GenTjP2Wp30Oz3h066Zf25/MwtcXfBVct+Hjpqt+bt7knLzroXbHMLnUz0BfjmUffTn3TP3ubuhLTX3QdPrPsTtH1tnUSSZ1nkWdtcvflT+ENH/W199/PcbfGdnobdHXr4pFufL/35O9x2mw03b7sTJwQPHbLWFOv6evYmtx/WuKJHj7j9bnfdOht9OYPPGu37soTxzE3u9zWr14cTdxF9uU9bszIFfjt+He6DFbtltmd7vLXjx91nB9at28ma+7mn6crcs0Ro36E4STq+ZsmrL/F6suMvsS0R28sa28CyqkuDTJA4aJRtkIkaY6TSDTLpxhipuEEm3Rjj/j+8QaawMabvQ1tXTmOMlN8gk9cYIw1pkClojHEl6m+QKWyMkQYaZMo2xkhxg0zZxhgpbpDpb4yJEdvE9rLGdhbutAIAfPaj1oqdCNu+D1Dizpd1+WlGZ1j/EJH7fcWmdxIJRde6hKefo/LPCPtGifVEFyTf3bkZDWbmExVrWGi0+paVpOaq71bmyt21nkabbH82WbeoAyfii3WfSJyx3SVTq7bME8etS5OdxJuJG5ObfHdtK9tJ/3yxdan3z6wnk7h131iRetapYS0V6YHWJKkd+kTSrbdlP5u2zLpPShPbWW34hg637Amrn+P+YXHfkJV81tQW98+gt3tWt/b7imUUzUQltK2emtFjC65sR9tuWZ/AbF+Nk9KW9Tk70rEGMyurTw43+2Qn8SCsL3/DJ6zyjW1+1/3+JJJD/8zWSjgwKB0AYHFN5aI1DKV2GER3evygMsFqvLl/e9ZhSdJmu8vwn+89RZJ0wk6MP/xU1zd7rRufdT5yn51U7Q6Bv+Pz6qces+269f+f97ifW1rxsq85z82zbg0919zublusBr5Vx06Kiefi2qFPbtw8r3uy63d9it3Redetu92ylsS88enxYBBrduL8vbu3SZIOt/wgK+5s/6bzXXmOJe7Qve8eV6Y168t/9dPd7amjdt5/3x2ujhr+Ll/i5N60kUzfePYRSdKOze7zd33Zbd8/hP268w9Hy2y2xOa37rTt2l2u157r9uNUue/mCcX9zN93+1Y3r9Xj1VavPid6z5ddGZu+HpPd9+y5xfWeq9cgdL+//smHXHm2uDL+9u274v2ycr/+qW6/tlpMve9rbr+O212vTVYnrzkj3r/DJ9y8f/R1dxdzixXyNU93AxPtszuEf3bXtmiZ1ZOppHKl/3dim9he1tgGllZNGmSSx+CyDTK+MUYq3yCTboyRihtk0o0xUnGDTF5jjCtrdoNMXmOMK0t2g0xeY4w0pEGmoDFGGmyQKWqMkQYbZMo2xkhxg0zZxhi3P1ZficaYPsQ2sb2ssZ2hUTgHAAAAAABzQvdgAIAkax31rbjR+33j1tSetfyG/oEm36JuLcF+FOVOYlTmaORK+Wetbf3Rav3z1PEyfqTmTq//dz+SZFSmRLdQP+B12Eu1ftvd/I618LYSZ711a21/4pi1gtvTTyste+7c7gQEiVcjnTzuW5Kbfdv1rc/H/SjUiRblbvQol93x8CNw+4Z039KcHIjJ6taPnr1ud058C3rY6L+LIUknrHdDs2XPm1vzuu+Y4RvGO4m7B6F/Rs1a3qNOwH7UzoyeBT5I/PccvRbKWsqP212KY4nBIBup9YU+AOwhK//O69Vk32V7R0bPntdrxw9+WZntjkry2SpbX9ArbrUHACyOqV20ht1QQctlC6t2Rj6YGAjm9x/YISnuitf1z6bYSf2//IvriucHRZGk0G5j+4euj9jp9RrrctcM7UFuO+uebMdnzA98ZYetxD9IbOvtuXmi83JytENbvGEDofzuva6rYcM/cBx1x3C/v/euHYkKsOTHTra+C4B/0e+v32ajqoTxQDD+NSPHLTv4jS/vdLP4pMS6SYbREOBxWTu+O6R1wwysm2LD1tmzIbF/88uJ7om2f701vx63nffeY3Xf9glqYuh0+35O2LbffZvbZ9+tIB57x4bVToz57esr6kZi2ev777cyWxdLtRKJqCVqv3enq4ueJb6+HP7h+aO2nd+9Z2e0rO95smrT2ifcdq+52+1faN01mmvx9lq2X23fxSGjMwKxTWxLyxnbwLKqQ4NM8tVhZRtkevEhqnSDTLoxRipukEk3xiS3ndcgk9cYI+U3yOQ1xriyZTfI5DXGSPkNMkWNMVJWg8zwxhhpsEGmbGOMlGiQKdkYI8UNMsMaY4htYtt9sHyxncadVgCAFAYKeoF60Qtq7WcikYmfS3E/g9QohmedYqNpJ54VDu35Wj+qpb16WG1rBQjsZYGPnowTivRIjmG3P+nyIxP2n8HseZvo5Ogbb+L9c5/HmZJ/U8pZW90zzltOug8Cy7qOtN3+hIlBiLZvsSTKv6zdGlzWfWOD/DPeyQYDm9dOyr5RwT8b5cvW68RlW7d3Nbdt+OquNXxssYevQmuUChKjhG621qiGJRCHbITyB2wU7eS7mr3oVTpRBmZl8+9B9i+FT45M2fVJTGpl/lmyVTfhtM3xQExr9n1vs+/M18XJhn8uyxLcxKjjjxzxz+WHfWX172H0tZXMdfwA5L1u6uYwAGChTe2itdloRifgrl1FryVOIa1u1EQhSQqsZeK4Fem8U9zJbq0ZnxU79poKf7PCn9uadgI9aa8J+cbhLX2fS4kTc7rlx9bRthP/plZiCO5Gf/LjWwUCy+JCSyK6dqfnKduORYtuarsBUnqrvow2WI61iQS2L8mWEf9wesM3adntIn+nJ4xaXazFRIMtFv41Gk1r5ehaC1rLt/IkWrYCeyheob8jZ0mdvyPjx+oJ4gT0weNuFJxGz5epP7mM8hr/n+SD2tbE0/MJiCVWURX4lxEn39NnCeHZW90AOquyV3q0XP22LHk9GSWF8atZAhvU6MF1V+eb7HUgO6xpsGsPrx/txElSp+W/Y98iOZj2ENvEthU2WnZZYhtYSjVpkGkkB3Up3SCTuGNWskEm3RgjFTfIpBtjpOIGmbzGGCm/QSavMUbKb5DJa4yR8htkihpjpMEGmaLGGGmwQaZsY4wUN8iUbYyR4gaZZGNM/44S28T2ksZ2Bu60AgAU2L8w9Z6QRvLOpP9puce6z3EsK/qDy/ZJknZuis8+0ciAdnJctwaFhl3IHzzgfv+xL+6OlulYQrRqF+F+e1Fi5nOGxJ3Jxloq2Ul1//IjR4aJxpSedav+j887KEl62pmuMaD5czaaZjQCYvIC33/W6Fu/70YWNVwkErIg6vrtT9z2bmX1d5tLvu6lm/rp19eyT5qWfZz41cR2fL//Ha5Ov33I/Xzzdae6dVljUbORaDzxXdhSCVjDutB3/fRkV75u3yLxF2TfW2BdxN77HUeiZU5fdetb9du2xO+EFXllk2uUOXIiLtuPffY0tx3bkH98wre3+LQ18chxlKwpFLdaAWCJTOeiNQikRqCm9Y/2V89bEs9XPWune+VFo+mShBu+Za9usKv1P3j+fknS9rX4TOn7PbeC5LW61Gu4U9eRw6615Uc/5+6Y9Fpx4uSfH4vvKFkyZM/nRY1EicEz/LnVnwQDK5t/IbI/N9rNKP3Bcw5Ey+7abC0kv2B3dqJEx9YZJS2JPvb2/+iOmWUJfi/8svGLkhPJV/R/nwT1j40dRkslEyl3h6dln538nZat3/bPt/yciMv4qn90rwUJV6we00lB0F+vyT7qvs6jvDMaDt1nIv3P8klSy1qHfv+F7tUhO63ue/67iF6KPdiNb99xtz9v+Kw9M2iTLj7NrcM/O3DjY5ujZZpW/pXoi0rtILFNbC9rbANLqi4NMr4xRirfIBM1xkilG2TSjTFSmQaZ/saY5PrzGmTyGmPctOwGmbzGGLee7AaZvMYYKb9BpqgxRhpskClqjJEGG2TKNsZIcYNM2cYYV0ZftkRjTAKxvVyx/a1EbP/EBo/tLNxpBQAoVKiewmighLDhs4fEXTl/Jd/zJ3a7WraTm08wuonnLKNBKiyJit6VZ4NjrDYGT1j+xJR6tDXuZm6tKck8LRpPwr+Tz07gQcvfofSDPsQLnbQT6xYbBKPrXzpoK47viCa6lfmyyPcxt/Wqv/t1mHF67fpBvBLd8NwaGgPLhFGyZAmLzRN1nbd+ciuJLu7rrt1FK7Zf262rftQb3ld1oruZf7dfNGaIfxef7wJnWUbyWeCWb1CxFa/5bve2rhP2cy0eiy16b59P8FY2uRVv6vm+YZYkJrv52zSffAapRwV81hMkq9p3J2T0YABYKlO6aA0VNsJolDF/wjmROBmdYn2//YuDG3b284lNy+4qhIlze9TF3Y94ZifOlt018c/5Na1lqJNY9uyd7s6LP+8+fGSTW6c/i/uR0lqJlhhffmuieNI2uxNi23n8mLVAWeLWbG6Klu1GI4D1Jxr+BcLtaGqcPDQtOfGnWr+/QdQNzfY/lSS5/4d9y/pkshl93kmURlYmRXNLko5bvfnBX/3tm0TTSM/3/7fWmSftthHCbJ5vHXV3dvxoqr3EyGRdn+haXXdPuno9c6tPFF3pvnUoLmVUb5YprjRdyPqidaKRVldsnYnR2nzVWgthyxLdTf47CPxdv1gn1fqm1Ih2xDaxvbyxDSynujTI9F1bl2yQSRxmSjfIpBtjpOIGmcHGGDeXK/7wBpm8xhi3hv4GmbzGGCm/QSavMUbKb5ApbIyRBhpkihpjpMEGmbKNMVLcIFO2MUZKNMjkNMYQ28sV2zuI7aG40woAkAJ7nYHv+m4fdxMnpp5dlDe6vmuTdcda9ycdSwCSg37ZYBS9jj/Bu5Nyw7rHh3aSCxMvavVdp3s+CYnyI/efaGTe3uDAIVGiZMv6FKCZSqQkqWWJ0mbrFtd83K2jZU0vDUs+ukomcz6V8F3ErCjyA1Cku6ZJcVOOX8bqJNW1Pnm72XdX84nPWlxqSXHDTHBmvJUt0esG/L5atzVLagLfJSw5iFjok0FrRPGDwFlrSnvdLdNIJFM9a3iL9tEnHU2/HT+wXOKOrj3S0LV9XvMDr4QuEVqPXsUQJ5Yn7edm3/3eDybiy2GrbyUGpguaxYkPAGDxTO2iNQjC6Lm5nrWYBO14c48cd5fyq9E7EC3BsL7Z/r1SwUrinUUNS0p865DlAT656kQjXNldqUR24t8v5N9V2Qx964rTtLtHzUTiFEQjn7kVty1B8gmTf/+mFUed5OieNrRqL2rFseTOb89OzP1PMPYnPfHdKN8CFKY+Tz4z6Jf1LUv9LUzNqJ9+YuAS+/qjvvzbrUXJj3Bq77zqNOM+Xo1o1Fn73uzuj39+wr8/yt+Ma3QTz0h0/V1DfwfQEjdLdG1wtb5R2kJrSvI5VvSsgLVWNZvHbL9sH9YSrVTH/B1OuyNo27nVnjH1LXZKvMw+GvnWyh+knhNxnxHbrmyziu2gb95uanstYruy2AaWUqkGGd/Twv4up9Agk7y4LtsgEyZGAC/bIJNujJGKG2TSjTHJ9eU3yGQ3xrhlshtk8htjXOmkwQaZvMYYKb9BpqgxRhpskClqjHGr72+QKdsY4/bL1XHZxhgpjpncxpiaNDYS28S2VHFsZ+BOKwDACQZPyN3ECcUPztGJMgzrNtTwLxJ3HzdWEx2T/SuEogHD3AmvaaOYnThuCUU7ebL2iZFtxjfWWFl6drI+0Ul2efcJmC+3n+AbO9z0ZNf6ju9W1XHd30+c6hKV8LcsGfD9104mzrRrvi4sQbHi+8EwEilA9D/fhtCxhpCm1Y8f6Mx3ce8mXw6/7l8tYcmj72ZljStty6nWE68uWt3W6Nve/rYfjM13J7OfiS5a/jVUK77Ry1dgNFCX+7nai9MFa3fTuq1n3b7bhn1PK1ZH3cTgJW2ry8C66ofWDb8RDXDm1nEy8b5e364SWjLlBxeJxpTz08Nkg5V9382g/7Y6AGChTeWiNQylzno8Emhj1V+dxyfKO/Zvss98q4qdGFctYbJBLxMDnqptJ0jflT3wJ2tLdk70/JW9nbgTJ/PHbLTNrl3Z+771Xf9gYdO3SiT3xCdbbpnHjvi7G34Ra8GwztzNIG5X6a3ZnZ332Qm65+vAWqd8q0rydpQ9Nhg91xed7/tbgMK2v0uW6LLm7/hF78P0d43sc0us+u6uHLey+mTC93n3rTb+2cu+OrE6sGTkkWO+/7qty5LKVvQ8Zyu1pKL3OfmbQE/YOgLbXpB84WbTf5fWMrfmk0z3e6tr67eRV5MjrHai78USK6ubo9bXv2f11/cd+C+m5ROrvp0ntjUktn3Lq83XV68+0Q/8e2Cjqx4rzbDY9t9Tr2/eKLZ9iCViOyC23aIjxDaw1BrJBhn3N9BJtvDb31Bug4z9LU3SIOMbY6TyDTK95HGtZINMujFGKtEgk2qMkRINMu3+ZxH9cTuvMcbVga0v1SATNcbYXbZeok7yGmTyGmOk/AaZ4sYYVzopbpApaoyRBhtkyjbGSHGDTNnGGFfc/vNeN9nNSvH8825sJLaJbWkKsZ1C1gIAAAAAqC26BwMAJLlWTN8iGkatyUOeNwl9a7hb6Bdv3SUp7mUgxd1aZaMj+1ETj520VuOoC0BiO12/rLXU28dt/6yU3V5/262740WswH4gSX9H2bfs+ufBkzef/fM277l7myTpiLVo77PXEm+y9y83Ey30vs+BHw3Rv8ewE/rntKyHRTB4evV12/Q9YWw/u3bnPDlw0bp1N/YbXLUW601WnydO2h2C1W3x/tjdiIMd/wySlcV6TjSiB6cSd2GiUcbdvG1LC95yvb1vr+OWXU/cNWhHQdLfJdvf7enaw06//pXt8XasN9Bx6xnSsV4q0WPXdrun202M8Gl3dXynA//cvh9lsuGfHU/Um+/FQUcCAFgu07toDcLo1njPbpW3O/FJz588O/YEcTRapJ3s3nrdDjc9jG+V+y4GgX3Uta5wK7Yd/wBwdAZNnrRsPf4Of8e217Fl33qzS34a8eZ0MnozhA2fbWdOn4uElmz5Xpj/4ZZT4oVXrMvmETdxZZN/+NnWacskX0OyEvVPsIm2/bZt0HcFaPnBchLPJfnhtH03j1bgH0C3ee01LGGiPrfYtJMnrEvFFrdMe93fqrefyS4HDT/8t93Wt+6Q/kHqFcsU2lb5P3vjadGiPfvOT/T6H+72dRK9IiUxlHnTYuYXbj7FqsQlNOs2gMCqJT7djk+eE19gqntJwxKbdqobSCPRZXPFD5bkB7LqJPY9WozYlsaLbT9sfFgU24mLhI5N88MirPiurz62V4jtymIbWFLNMD6+xqOBJC7e/X+iSf7vxRpkvry7b7JbjT8eFzXI+L6PyWXLNch0E3/DZRtk0o0xUnGDTLoxRoofNenYs0ph2zcI+EcX1PezlTie5jXIrFsXQ9kYeKuJLoZ5DTJdO6ccssaY1US30nSDTPTql3RjTNDfGCMNNsgUNcZIgw0yZRtjpESDTMnGGCn+PoY1xtSisZHYHiu20w2NxPZw3GkFAEhhoKATxO+r9Se3RJYejWQc+N8dP8LyNw41+ydIUmhn8Ogdetag1vGjWruT3UpidOtO9OyO34Bt1ycwtq5vHo3vyvX89YNdmTTsIj30o8LaCb6ZSK78xf/9++1ZZMtGjlqDxT57RmklmQBakhON5+SfN7Ihvlct0Wh345Pzetc/Q+Z+X1v1d4X7M83kAElNywz8wN3Rev2LfC1x6RxPPqflynJy3TeCufpp+jys65+BStRBKtltW/L09SPu9966jQaeaHCJxk7w7wP2d3Rt/T7xezTxHuSGNSAdtYa+0MrdtrrxDSxB4uWNvuHGj3rq3z/sE3Ifj73kiJu+DS3sDUvbAQALZioXrYECtXrN6O5fI3oXRqJV0/KYprUGBHZC7NgJ+Zsn7USZGB2yaydG3+rg75JEozja7myyk14v0TLSTp3c/JDY/vbTQ0ftYfJe4k6Iv1vpWwMsP/J3L/0bJPxNoYcOJh6gttaNbsO18fSOuHWs+OTEj7LUiLMHP/hM116f0rSmq17Pl8399C8JXlmNW6k6/sTvtxsNymOJz1EbuCXxrr3ohcu+CPvtd79On5gGcWLY9He1/EifVtdh2++OJXR21+vrB+PvoGdJXGDr8K9mCW2AImugiRIrKW5de+CgDW4UJSu2X8f86Jh+iWSa4lsErez2XYc938Jm20i07kQNcT4BjoLXykZsZ8S2xaX/Ai2ywsZgZtzr+sGNOlYHvnufDXZgFxgricTV3zn2rYzRxUnDL+tb/+LvyodQ9PD//v64IbYHYxtYWmEgdYJokEP/I2gm5un5C2Kb5rt/W4PMg4eth0eyFcde/xX6V1EMNMi4413LWiu63ficXbZBphcvUr5BJtUYI5VokLGDVCexe6F/FZvdRVmxE0PHjtsno8YYu6OVOG5HDTJ+YEk7KDWtB07PBstbTXY7T3Vf9w0yeY0xUvR2sejYGt0AtJ++/trt/sYYabBBpqgxRhpskCnbGCPFDTJlG2Ok+LyebIzpU5PGxk7fiOT9/6ljbPv8KPSx7c/vdi4faGhcSd4VLhfbK4l8uxPlX+PHdvTmm3RD47LGdgbutAIAJLnTqX//bMsaYk4mzvRrdlLp2tnUd/uSnaCit+ElnpnsBr7xzc2zxd79dtX5hyVJJxpuqY8/sDVaxne/8t3mfVcu3+HMJ0HNRJbl5/WjTPoRlH2ZG/YOu8OJV6qsWVe0l5/rytKwk/8nv+G68Icn7e7plvg9xW+6wM17yDLAj97julKtWRl/9gL3ft2DiRaDj91vz3ZawrVuZWxb//ufOP+oJGnnalxvf3z3FjevNehcfb5b7ybL3v7wblfGRiI7ffM5B91m7OLo9hOuC9qtj/t3J9sjC2uJ9zH6bva+27193zt9937rArfvWJxM+S77K63+ZMq/t893CXvuKdGDDdFo+Dfsdd+zT1Q2WTys+XcMJrrUnYhGJnW/b/fvl7Sv8Lglh8lu99F7leNO+QCAJTClO62udWQtfjjEfZ7osPyTFx2SJG2xE+6H7ncnV3935mef7hKDzYlhM/7I5jnccS1A2ze5E/6vPtedqE/Ys2Dvvm2nJGkt0Yr6a5fskyTtXXd3hz54j0sIfAX87MWuPFsTrxL5vbtcv/uOncTfeonbziab5313uPL4F/++9ZmHo2V9a8Y197uynLTkZ2XFlfnfWcJ2PNFP65o73fq2Wn/8f2/JzxFL0D5yl5vuH59cTzyT5p8V/JmnuaaWLfac4Qdut2Wsnt/yjKPRMv55yfff6ZIf/5zPWy5xDwacuuoSm8e0OVrmj293CcdWW98v27zH7Xv6zTvcsxFb7Lv/Fat3STrac0nP++/+/9l783jLrqs8cJ3pTm+oQfNsy0iyNXjGJv0jvySdJhACHfdECLSdEMDtASyDsWXZkjxiI8uyLZAxBgJtSEN3YmigoekApoE0dgBbljVZk2VLKkk1D2+4794z7f5jfd/e69z3SnVtU6Hq1V6/n3Tr3Xv2Ofvsvc7e63xrrW8xpzPFfaqLtxhqm4/ds+zbVPBqvRXX6eOef+YhHdcG3sqlnt7/659/1Lcdg6r8576MfEwkNvzUNTrXB2Gg/vKDwVhuGUcHFK5oushP1O2AlN35qPZlMtFjepiD116ux45NjZ2PP6BG+who5fVXqR5OMI6/hPwU0sFXHd3WNj8Cw57Px5336bzRy/FGo9s93MdH7ufLgvYl6LZCiXtl5Nuc6bodJcq2FpdIWiFHDOtD24T9d8DoFqzTU+/lgMeFnthOGQtElcwCMljjNxDJ8esAZJLgeJkbkMlMFM+8gMwsGCOyFSCDdQCAzKuvVNthxYAGv/qgrssD9PFHL1ebZBVesU9xb6NXxXhtCMj8z2izC5Fhv4Q1qcT9/RDAGBGR4SZARr9/zcW6rnkwZiMQfN29X9c1D8jkBGS6YAzdbDsM10IyA8icCIwR2QzIzA3GiHhAZm4wRsQDMhaMmZVTAWz8O9Vt2Ef/4clZ3dY5evWVeuyqGbtf+XJXt18LPVxBX3/tUeTM4r4qc3/U7dfMgI2/+OUT6/YnZnT71Repbjdb6PY9B7q63TuObqfbWLdnJXpao0SJEiWKOHHSJM7X5Zt449XkmjIMkuHOrJlefAFzAAAgAElEQVQH8I01iQ0+4sm1aoQPsebw7+zVzbkF2UNpgJ/C1/UjgU03bD5HBxoTX9ZHKkTJOrRsCsDCk3L0w/2w7vGfHdAQbQIHrKnXAjAwaaPyu0/qsTXC53r0UGLj/ff7FEFIDDFY0zJkHoagJxNT+ZN9CgzmhqSiwpiyPvEf7NXzMpWgAiiUZyFx9Pf3I1yVpGEMS50pDD6tbWg4DKOWBqwee2yMcSMpm2UcpiHiQ2gxLyyduKHfP2JyjmucP/G1+RBWSJIRvFRVhiyFBngNwo8J0gs4t9Q7m72aANXNBtHPGiVKlCjbSU7KS6sTJ3XTSMp47wyMoU0oBvx/PqoeAjKPsmhths3nd5/ud/4WEZnCcHF4uydhxJ1AA3PEjDMHztYN/6VHFd0ogarQaKDJ8x+egEfC5AqWQK4YfvWbj6tXpkcjzCdN6MdvPB48kiyDMPGssoi5R99++ykYPk3ftxnAOEhw3U89rr/1YIxNmLPgY+cMKoGvPv2U9qGPuHim5xFB+fRTYQ4YYk/UrZ8qivNbe9TwSWCUlblRExiAGxjHX3xEx632iI/OdQnj61e+EjxLNLbIGEfb5H//ms4fcwas0UJj9Te/xrFFTD2ZyIA8IWVX/t3jgVEuw/xkRJZ4rifpfdbjEmOUh1xRGMnGiNRvzzDdRhOr20k6q9s6Bl63cX9tHXTbM2OjD//Hk6pbzEudtF3ddibkkbby7+G8eaFtidzxnL+9J/SR7MCVULe1j5+GbqffhG5X21S3o0TZruJEpE6cT3icel7T8HxwrWAaWor1gEzxNRYiS2KVcXECIDNFm995ZmtApjAL97yATN/s8/MCMrNgjIhIbwaQafp6nQ3c9+89BVCk6fk2OddhDNen9+J8YCut/boNT14nj1LlT/dpmwxelVkw5v/eF/YJsqHPAjIEY+i+qfLEtOGYApAh1bCbBWP099VxGM90BpA5IRgjsgmQmReMEQnr/7xgjN4VznMcMOZUARv/9nQbffpb0W2VrXTb2yToAnXbSVe3M+i2Taigl/Qz0O0UuaBet3Gff7gvXI+6XaYEA6HbB7pAY72VbrszU7e3kuhpjRIlSpQoKk3rLReGZ22YeqN1qhtsTnYq8PUzD5JggeVT4LtyjtClKb7YA6IpGkqJKXNEQI2hmm3NjRbGMTbPwuxg05YhnwiTI0kFLOmSm7UJoRIAFPvXYVzQYPKHIFS0DRd6DMRjAwAeJAoh0PPMBMQX1mM41D6RUK0BUQiNrKc2aDSGNi6p0Ea/ewrXzRJ6cmGEmLqmBze6xgw9xz2kelQtgB/jBR7T2EBJC4bMkiSj5svcFi8kzpcsgM6E3ouIyNDM6QQoE0PM0pYgGwwj1ng1bz45CWQQwEiiQU+WBsMoDVHwkvZ1DCZlanG6KFGiRIlymsvJ8bQ6ZQWrAAoMenzzDvHP+1mHcoINn+yhnqmv1/lbxOBGjm30vE+sgG2XwIlnaw3YyJ4NoKbIxaCXa4rcsKfQn8QUs6TdUqEPT5OZC+xiadFFYvcbogrSEpL9NWz42ubJMTw+xiB03vjB+SYwpGoaaDp+PeSm1WZz58jumzJXAL/BqGyxyT9+NBhsWUr0Eh4ejNtTazB8CCIb1jTnWV/1PE+QnwSIWTLDYvrVsQmRQxuiNSnuZy8MLTKVWZuyxBw/c8xnXeAcLAIFzxz6+vRqQLZS/paSVU/b7FnXyU6rbh1OkYAst2Ocf+YJOeN0W+bXbbJqPr3BF4AweHTqTYG6PbFKhmz0B2iuRz9NqCj18OAEBuuUiGtXFx8/Gp6HLIP5DN2uMW5Prw075/xGdLvdprodJcr2FSfinI+A6LNmoi19jH01aSrfRET85hoqDRlggezuWONLeC+eOg4gYwjc5wZkpubF3wGQyU4EyHgwxqzbrEJABlLHc2innhgjssvsE3lOzwrWdqwdGf7uwaPFXDQPJoiIw80/A86DDH1sAY4wyuepVeMdmgFkWPvxINcsnKOXhzHpFzpfJQEZ7DEEY8gqPwvGYBRwXfuXeK8lx7svVrqAzLxgjN4PAKI5wRiRAMhYMGaTnAJg4zer23ODjbNAo8gmsJG6TSbgJ9Z1BvvZZt2uZnWbtsEAHeH1jW5zSvdO0s4xXrfx955VSxCHKgHe26xzfwjXJQDYz+bQbeotdbveSrdhk5zuuj0j0WyJEiVKlCiSiEghiWdouO3lSs5VmRAgbkA1wnluuldJozZqetw2b54MoaxKhvzpZnnbC5XIagPXe9fdZ/k2NUsIYM9niSmaAH0Yy9c/b8W3GWL3HfEgvGxsALxZwUb8ya/t9G1WJzwvQBqQxSRlF5Dsm9IFt75QST2KBRhzRxUo6I2waSOs29JcVSxX5o0bGNQAhxhuZUtZDRjWhfqvFUPEMB83Yuxbw1Lsc1cZuscwLqaeIAXkQy894ts4GElrk66BksO4OQw79xNfDeNWlQSOcF3cT48GF8C8N157LNwPxvQtdykJ3NQTtemxBHFSCWNAI3cRlso7rtPzLUMlC6RTpHUwDrM+jV/XKfsRJUqUKFFObzkpL61pItLPG6mRA3brdWpYTMzmWmODrFHL8pYvYyMjcskalp2cM9S9xP7E2OnbXqTnPwwPzAfuU+OnNSx49ORwRyaiNARL6w1Xq6tpyWxyOYvdY2MumccItOHd97LP+nuSmPsDDEVnGm99gJy9O16m15sEojDpL+FCY6CbG8iXhBevBgNptYB+lGFsRhivBps42ctyxLi38J5OO8Ql+u+bv6SsqCyt4A0fWIyNMVp5QzTi3vMiNSKIorJmV0P2V9N074ae746H1fgJgAsMXl83KrQhTPR2GLi7MfdvxxyXqEXFupgeghbDRMb6VHBXfuDlOvb9yWaEsOdr4OrY1yaMjt3ZjrpdQbfbuXQb3j3mO2QMDdST3X6dGvXVjnC9BDU+Erx2kJiGXmHmx5DVszGe1opIJJ6dfAivJfSmXYdRbzzXrP13493UbejWPLqdHU+38Xwwl3eb6XaUKNtVEtGcu7SnOn/7KwF2TMILMrkdplP97t1g1adXg8+aMw++X68qsnvqs/Wh6/SZHmNBf9fdZGsP15sXkBkaV8i8gMwsGCMSAJm07Oa65eBl+Mg1um47E2otUwVkWtafRF+ZdkdvFRnlK7MP5rg2qxzQ49nvIS8VHlZTrtwz3s4CMsztS3A966Fj7p4QkHm5jj2CT2SVYAzGrDBjcgiAzC8AkCEYQ/ulSWfAGJFNgMy8YIxIAGTmBWNEAiBjwRgrpwrYeCrpdou+96DbHwarvozCmCTrDIlDBBXtC9aFLbrAXPssus2Ipz5r1sLuriw7cqV78w33q2HUeN0GUIpnrDQ2ure7oNu3vvwIjnUYC+SJb6nb2pdPfk2vV01pg0AHZ4FGEXGnmG5vJSf2xUaJEiVKlChRokSJEiVKlCh/R3LSwoNdk4gDo9YVuxjnbcJ+KsbSA9V4gDlhaA+EJDHoBr0VCc8D5POq3YqYrKPgUJMosmBvjgz/PB+ZswTI2kvOgrcoCaUACrz9JzNekqaCp5N13eCxqG1CAIQeEB7Dvy8/W6+T/2S4HkdngNw6Ry+U/2ReQHesREQyYFnhWI45kJgP8xoT38bBDeOnpWGOIq4Dd1FrGDjShCitfvficwTXQ25LTTZB5iGEOX8OPMc/9+XO5YTss2TItddjuNyLztJjlpnwQEQmYX4AEJs6oDgJkTLPlqbneOEy0GNAP3lt5wD5vMnmMfbHnAG6TaVw3jNqdRv3ReZBjD3H+4oLES75E2Eu6BnMoCeBU9tTAONTEcXUejOoW7hr5p4SaS1vp6c5FABrkU/hpwWIqEecK4ZNbqHb+NvrNhmNS/SNul1sP92W3Pln+Kqd6I+pt8s8GLJDMg8/ZQ1Ln+9n3NBsjtP14H26+mzk65CAx4CsOXKNW85bxsgV1GIEAvxt54QxWQBKzJyhFpEozU7oOvToFx4NY5KQKZJrN9BoMme2yIkqstDmmou0hl3+k9RleOKF0QRAzs0YJEJUnR4NPFf45LGZbN4Pqo9iDJox2qp7orgXfTTPJoJ0fO4Re1CwTiJ07rm9MKd91A6XTO8r6+O3EdB0PFa/8JBvIkypzzM8E1ivJshjJ7v61TvD/GSYF+8A4lKT0oMJBknDnlmi30N46V5+Lq6XsSYn7rPeHIWQZh0tFGlEHJ6HF+zGHmuilcgW6rD/tbjfvOSeuoVu85r4ivvwtedrP8n26UOuTQ69121GZbmtdZt6rcfMp9vU68bYJA77QYH7qzFXPZz/+ZdAr99s+siILenqut8D8H3j12gbvdFlaE69XQNv6a0MmQ82SZt1dbvB/U4wwAmY+HNTfoljnnndZj3PWb1G3wPJvExndPtEeq330dXtefVaJOj2vHotEnTb6vUmOQXW7S11+wTr9jej2x17m+s2E21xvQLnv+o86Pbb7DqhUsDmMLsrbh/rgD8yM0cg3UK6c+zX7I8gP7YOdVrrFLoNTyt1mXnwKcuimfSIHGPOeboca7PX7RS6PTi+bn/yIb3ecXW7MbqdnIK6PSPR0xolSpQoUaJEiRIlSpQoUU5ZiURMUaJEiRJFpW0l7RN9B6Zpks5aepTIpIqcFNYiTv2OEtBiX4sNSCwDDFpfuxeotUFZifj+6BXrIiIyxYV/5bGlTlsfGSCBsbGGpwWleKViTh3OUbbBmzBAJMiPPf+oiIgsw6v2gceQB1SBC2Bikq/WEV0hZGYl8RK9jPQQdGNh9Dv023umys65KtPGM1EjxzLBfbUT5ljSxRHavO8azR/avagI/GGwj3/oEc3tThFhUJgoAe9d4QTACzNdh6eVJFUmmoT1nL/jXPWSjTGpf3kw69wH2UlFRBzqVmfIaaqn2rcFRD8sskZ1FcySo1M9X4k8do5FfzfzsqCrZVCeFo671tVi7zJKlChRopzecnJeWp2I1M4bKQxTbPomKRnu5dQnBdPvrJ+vuxKEIiZc4ZOPKmV0CRp0h4035yfyqll8uN8LoVbvv1ZJBlbx1U/fo0ZJDyPQtNrYJnezlh57wGTrBEZWy9AHHHCzYUpchFFy032aPM46f1mFvq/p9XIzBRXaVCQ78AZN0vm+nQlFEBEh+Tf7XzOEIqHBgTAlQ6jDUjo1y4LA8HjLNTr2z1nS6x/YCH386fvU+PF2DvuKceU5GCpQNzbUCIYFQjjYkxthmNYIL7njvsBSyQgQn7vNcGvPtqlnWexrX2++9pBvOynV0HzPgzrXNYxvzmM2LdCvoGMZ5pREQFk6E/J9hug2KfBTr9tHfdtlhIy8836dpxLU7Tn6nq5yzELV6la6jKqJUP8RzgrdqL1xb7W76XzyZYCU6gkK0DeZNVwZuoxQODwPb7taCRkuWXg23Sa5CELREFZD3U5JNrbddDtKlO0qTqRtRdKM7NDcwMxLNZ7anGGBeHl2CMtPSPZiQA+SGTEMkjiPmwVkyKdiyOJee6WuDZNmBpDBsQRkbO3eEwIyONcAIXg/9vxgkyyX+t0HQTpUTrB+1jjZCuwZCaVEnA/p5YoW9h39yxctk1kJEYUg9PFhl9gnwPKXDEwYq0e0sP4jxPW91+q6fdaCgjEHVsK6fdtXdN3OMV6FT0liD3BOgjEhYlOmLP8BQOZEYIzeRxeQmReMEQmAzLxgjEgAZCwYs0lOAbDR6va8YOM8up3PgI0EGn/8BcYmgS594DEQasHebqHbyXoIBg73p+M4ZXg50xN437AZcm9vBJnVbT9W1G2CdZkl24T9wJBs6PZ7QFR0FmySvUa3P/oVgo3UbdqSPMIvLCIiMlkPlytnUkKCbuszNMZ4dnTbnYK6PSPR0xolSpQoUSQRkTTJpZ3AUB3RCDHeTBoorf+HHgtjxDmCH1vk92OvYn3ijBstvnfGK8e8/V9/VBlcJ2iT9mBAAUhIbZ1dbLg+zxGbdebzb5DTl4XrlGB9/QiYYml3scShd0gOQr60DNQQqgDEFAQIfQ7UANcz+VpCIAQ5St7I4SeMApM3xfxXcQAvwaaZ9Zi4Sq9muM4H7lPq18qBoRLn7dOJSkBtYIyDVXyHfCjWAC44P83muSSb7J8dGOkx9HKzdjj66Oy7jJ8f3B+6QMbYsqZBaYAWtCdQRsbwpKGxiDw3kwfrwGzvxs4ktUeJEiVKlNNdTs5LayKS9jNpsCs5eCYMJ4/fZlkjLsePJdChX3xwUU+VWkOGSIhKjpf8BCiELxcC62g6Dbf37ruBwOC3HNFeLPtA6nZnSlJ4pySShRlS1XDzhaFGw+e994QaH+wj6/zRzpChGjrZIlA/g1xmQDgnLPAri/i+a5wQ/RwaYzKQMwFZ8kQfCGWrFF1J7eaO0jlD0tkDAbrzYb1ui7FpjEeG00GUKCBM+N3XAEcid6dQHgxcn+Cv/7j1QY4bDFJzX34OoB+Jp7eHQYrTrwHlufGuc01bkg/Q+4Wafuwrr2dqVFMzmYSfzho9Z6huv+ee4CH0RcWTbp8ruiSXaNSHQfFEMELP5xCf1Gn+3iXt0GPwzHjyDz0/yyCQkz6zqgbSjV7O8kN67Mcw9iRGa5Jn023cJ3/3NvU21e0oUbapJImWsKiA6Bc78GI7MUQiPb4QYy3yTo1u5IUNk/ZOA7qysHATHKi53+Jctakn+2uPHA+QwRoIQMbZUhsnAmRIhoI1g2CMSABkCDwRAKgKrNsj3ThKQ0lT+HB2AjK0M3gM12+9XmLWt9aveRwkEukROMF1bZkVlmKbWYM/CDCmBBhTm+sMaHP482LvWMd+gVKBJCfLzbo9cd1VnqXXjgvGiGwGZOYGY8J15gVjRAIg0wFjZs54KoCNjZnHecFG574O3c66NslH7gu6LbO6zRJ3CFFzPQKLYeyyGRu58n9zTuhh5fdmPP1+2yUS8j7+nl43MXqTc33xhoYe/TP3q01SYm5qY2+TL68g+WOPZTHRD5TwSTFvhdVt1urhM+x1W22v00G3t5LoaY0SJUqUKNJIIisukRF3HdbhNUaswOhm7coEGx9r+m35HkzDiH/TeMwZykzWa/MCgWsyvMyHX9MIIruvvcwCNr6ETM34ARs6a+rxhV/7lNhDfM1HhrHVYGfcYTb2JNEYrPQj2mg6VmPfTdXDmi/T+2eY2lEmMOsxVBL5rxlC6xHa11sxoVMwPusew1VpIMBgSshCbsK7cB8ZgRXWYcY49gcEGUObdIc2qvgOQQApYTg+jVXTN5yv5rzDECORMUPsmjIYpWTyJOO18y+B+BtGaW6MXzJ30+W9DoNuCSHuOestm7SX1uFGirQT/hslSpQoUU5vOSkvra2IrDWN9ArdSKqZvAER8RTxJUs2MLYem0/jvQ6GZhpv7iz8LMy7Y2Fk5v151CUYJ6THThqiffQSISyL5V4GxqCB8eMK5tthc/cxZLwfGEvGtmszoipoi84Np/gdsdvpncHsIgV9QsMCJTzqg0CeEJc/uAyeplFwo0z3wPCb0FhBWBi9bkRkTIx9BdikDwrsdVTjrsgUTyp+U6SaJTsKFiSG8ZBg3GogMKTqdm0YFM5L4kFaoiw0QGn4mJgyNMqoMHRpQj+IlCcs8m5slNwhZyelkdfVx3xQdb4XEWlrGq3IwezEt515up0QFTO6TZdkC7d6g7Fa5HyiRkb6sXB/rmL+C3K7kVvm+MkSNFBpkzYmTc3i8LiPVYQvQpWTAbvVKQQkIiJDlCrZgG43RHppgNtnlrqdfgO6Tc+4/+r00+0oUbarNKI5/30sGhN4Koo8oP4p1mN6EULuGdeDrudHRHypEOa2evSDubMESpj7asqOTbm2HweQ8X6Sxc3r9okAGd9Hi+pgXeELflvoprKIY1qUVMruCPdXr4NjoI/1BuWRWoARXPfSBJ4lw6bWtDOAFseIXrY+3c8mHMSxrAnug+UEca4U99c363aJvWVpQBsHfQAYU1fddTsxhtosIEOv9vHAGJHNgMy8YIxIAGTmBWNEzHxZMMbIqQI2ZuZ684KNBBpFvn7d7swJbSv0uQXPxQKfMZQ9cu81uj3GhQbQi6Vu35op830bXiS09eWjcH6U3GnVQS8pVdoZG4/RebBNSNxX1XxXAHBpNnqCjT2UuqFuJ8vUbT8C+LC6TY81I9JOP93eSqKnNUqUKFGiyGMrmfyLP9olE4IqBcGzcAwJPIi3MKWAxk/ScjMzJyYO4kPS9O+aIVwNw8uCsIZ0ypCxpGtUTmAs/MBfhpDppiF7L14QsIGTeMobXza8kxt2To+d/plxD8XPKwZF+a4/uUybAAGZgjmE+a81AMNRGvJgrxgpWdp3n6ffgatC/vKQhmo9sLGEDoWXmgYpAODU8iF8DNFijzr1YOG5LXGPQ1yHNaNpTH7Pf9zt2zhv5OLeyePiDRWGgBrCHP8eR0MExk1KIg96lMNY91hnnIaWR+AYcpqyQ74NCY72T/S3//aPzxcRkQXE6lcYr7Kx3lmkSRSNPHLMhq9FiRIlSpTTWU7KS+ujK7n88z8+3yMnKRimbLw892aGYdEY4cZZwMChUaQH6QdzLLmZVvRKEYXgRm0MjYyGGLwZGTY5xnV//5+fp+c0nonEGzddg4x9Zq4GjSSXG0sNSGuOzbaGSXYEnfsnf3qJtp16qERKp27RHqzEYa7saOf0lG32qr6Gm529X9s81oRKwl89pv8+5tTtxCLSObwrzHdsjBGRw7tVeRZhPbYHFjcWjc4M2xcJONaRC/m9f3aWGaGQJ8dchdaG1aEPNIbozWtpNBGdtoyO0Auy2XoDi3rB+cJ18yzoGC/Tx29TGFKv+n/UYHOAw5zNayQaxfvIjP7JmaTbQBl5lNVteg0qIoR67DGc459Ct3MD4bVIzkhrenR1kJgXyuv3CMwaHWD0o8/bZs4L0MASSGht57GkTqMtxqQAkhcIe7fQ7eYEuk1E0RAHcaD4zHjddqePbkeJsl3lK8cK+R//6BxpM4Iu8OgZ9ssFrFclEsG5fjKXjl7V1ry8e++r8diKiEwRp12WXT6KwkRacE2gJ4T74ASL/A8CkCEYIxI8VVnKKBoAMlxWWq7n+LMwJh6ZxcsuEETW+X/2pxdpm2CSBM6GhuOEg4FKcTnzIJYZG67pjV8DEV3G+yETqrFJKiygIVcY58K81Z4JNfQxIyCD/eh7/lDXwIaVDLyXW49vDMgTtmDOMY45DhgjshmQmRuMEfGAzLxgjEgAZCwYY+VUARudSVOYF2zs6PacYOMs0ChiIrM4BzhoFX397j+/WEREykmYe45FnxUGEDaAICbvdWQ+py1h5otHNN1ItaTq2mKWN4LzR5vYk/N5Qj2VUHMh2CRcT77nP6pNwrXCMx1Tt41daH2uImEcTyfd3kqipzVKlChRokibiEwGreQIdfK09+bFl6wcDcLVEzqyupHNnRBKbkMtS2sxpMjnXyKszxr+JInwhifPh3BoD3xZ7x8M+XbGKODLPkMMjcHbpMzfxOlwH1O8FDCkMDVhUAmAlzLrd+6rarsh6QtZsP6fv6ie1vVEk1uHhZomzx1p2yPY4PeXI9/mGMPH8eKDSH6fmjHBHKQm15QvNY7zg1STnKBanXfuWySQkdEom2IaBp6cjSBK0IO84VgCgMMk9wnE8JwmXM2TwHjDki+FVB4YSMZrmrGEC/UKbQ4CjcqzLXSnteH7EZiJEiVKlO0iJ+Wl1YnujRk2c1+zzORGpn4zoTtPP+gt8XtdEjb+huUC6A0ic2bbzVlgfqE1TjwU4b1gZP/imz42W+P9SmcsmRSbOFMiPBoIxMemiHGDnvaIpupQ93gQrL7KFIZvkM8xzDW35JKBGjoX50r8USZaz2kvNmw3CGNzcO0CERE5hLJsgwVFi3MYlQURk04dLjCQYmz8sUDJGhivzkZYIfY8YT1Rek+Z/9N6q1Xv13iHyDbLWqBkVstgcNArlrZBLVufcwFkHJ2hMUObtU2Zr2KMZXjMGLvvcxJgFJE1LTMGXOn1j8ZXF0Hf/rrtur/nM0i+hJcB1h5lHhMZa1PcV9MGxSnJHAfvaALUzQGyZE22DRjq9j0pZ44n7nNQELUFygh0s27tHNBjjXPkRPJgiDMHZQvdlm9Ct9vTWLejRNm2kjhp8tbXqi7hUkoNW2XNl2cs0GlBbyLWGR5oSgAx6oLcXiXWiukGjg4uUP2/jbTAb/lMvhg9SvRatsZn0iByqsaamBVdQMaX0GRkjg0GIWN60a29SjZdvw4lYVF0fo3i+ZF3iGMIaCQV941wPV6b9W1bACZlwrzU1N4ur4j/szE+WGMaEfetcUelQEEcAZmM+4W2KelpAgjXN2WyOC+MQjoRGCOyGZCZF4wRCYDMvGCMiAFkOmCMuYNTBWy0NVfnBBudyS+eF2xsZ4BGeyMtPZxks074fGpO67AIur0OfhkHb2kOAJE2Ou37DCBlZtUm5f6qX/boScZCkNCDaF4K3Ew+r/+F9iGiw5q+sdOoVLAbyADMzkzJdI4p6NkyFt5VjnWGufopPdl4Hk5h3d5KTpz1GiVKlChRokSJEiVKlChRovwdyUkLD1bmMqBmjCM3CNdbr9M8zRHe1N997060U/mxK4/h7/BW/ouPaujURgmWVKB+9CU4eovw98DE59/yUs0P3UAY1vvv0bpfI8RQ/+S16tVcMp6XW76odaBKgAE3X3tEREQW8K7/zntRwB1eoluuO+rbLgC6uvmBxU6flzEG33eZ5qdWxvv1v+3V+yuABv3IWfrbc3crJHTfPng5kQd7QALRR3L5YT0W9MS7Sr2/TzyKupRAXm9+3mHfZhHI0jvu0vvMgVDecu0hERHZjRzar6wGdr8PfWmXtgV93/terOdbARJzyz0ac78ABOVdLw1jMsY43spxAwLzlhdqyBxZ0257YMm3mSAXI0fduRThbiRBboFOLSAk7x0vCddbAbvd7ffr9XKgXje8SHVrBajjnQ+G66WoO9UCjbfziO0AACAASURBVCqSzbjOdtbtEXT75hndvsno9gAo408/pLo1mWiYZI45eM/LdD7bSdDtd96rejGEKt18tY7BMeRqfBj1BBvkk+UmRziHR/DHr9SIg0uX9ebfiXtYxzN0y1VHfJtdQ23/9nu6dVJvuUaP2TWAbq8E3b79HtXthTl1+xaj2xvbQbedSDvNvNeb2pkZ9Hahh7w0RJeso48tc689HB5OS7Dd5wCzLi0RYAafmPxi6vfrnq/PUrWhB33yEc3dH8F780NXrPs2ixi321H3jsyLb7tGx20Rp3/vA6HmsAP6+7ZrdNwW0JcPPqLjtr6hJ10wCWI3v0x1qMScvu9Ler7lEZ6dq7XPO8Zj32aMOazWoEyr2plFePP++Sv0/CsuhAf/xH9Wfatw7fddq7o0gtfkp+7SPpqUJPmJ5+u9nr+ge8PBRvX7fX+lus1xvQV6IiKyjhzHDz6sxxTIEX8Hnvkxbv32B0Idcno5fuIaXVsKzO1HH9I+bQC97xlXX+LZseGloBfE1/PTz6rjLNBjllFL9L//Ft3fPndQv797v7rc0jKYMiSsansh5iVJ1DtQ4VoOkTG18YS8+mKUMsKS8G+fUD2iByjzLPDGu+CjQPRv5rCK97ToDxOsUctmDX7jNXq9DHvIxx7WdXsBe8mPXb26qc1778G6DTV6B3SbT/lN96kuttDrd15jbRK9znu/rPe1jr72sU/ceK3qbTkNE/DT9+v5cvTpXS/Q802g++/F3iaeSd54ibDO3IR1eRcSUW/4IuqKYxzf84Kgi4tgAH7HvXqfrGTwzqv1HLt7Ov+HqjDf77tLc1hHYCN+/0v02LUSexf2nj7Wrne/OIzJGs7/4ftUt1mn9SewZxZVV69FNuv2vHotYnR7Tr0WCbpt9bojp8i6bW2SedftRfMGMu+67dfsq4Pe0Ca57RHY22C668Fj+I4XaX9S4559++dVx3bs1u9ufIEecwQe2J+/V9fiGnm3rfEKZ3A9vuNKbbMMvX0rbAjq1U1Xrvg2O1HJ4z0Pqy5NcbobcJ8X9tQmeXwj2CQf5/O3CNsKx25Qt794tt5/T/tz43VhTMYYxztgc7R4/n4Sa3YG3f7YqazbW0j0tEaJEiVKlChRokSJEiVKlFNWIhFTlChRokQRJ4k0kvqIC6arZAZhXlUwWJKcebbI0wGqS6+UzY1ivbgEaK2vk0gW7YQ5RKHNFJ6qj9+3iM4h5wWugA14Fe58MHj/WnjpHVlKgQJ/GN4g8vvYCAfmGf3MA/AyevcCPRDIi3Nhq7z5i3psxdq4FWpj435u+qL2ednk7lx/uXpdLx6px4EpQU+uqRvtls+rN+iRctG3IfMkcXdGFpTw9OcNozHC/Nz6kHrrpNbPImUOInI54QG44e6Arg+R4MZ5oQf5li+qB4ueFcu07TA+t2Fs+7j3Et5855OsQhsyrHsGdPxUkwWc+fomT4ps4oeQ0/XLe/X8NRzsPXjXKgn8ADniU5LW8sRGiRIlSpTTXRK3ZVXhb06GSxe757z8eslAl17AvZ6YJNuaJCA0ZHzpC/QnJ4mM6WyJJGc4iAvs5r/3j/eJiMgYIQGvQqmKLAuOZE/M4pOOeS4YW95wMkQppMWvWf4DIZrYSFlCgkQJSRLa5iyAjLY17pMU2aRj7w1NyAE2+lGioV3/03kapvtfL6iluNCo63+8rm0OZcu+7e+WGibwx8+oQZWmGouAiENxKQhhpAxjwkzpCYlncN9oQ3brzFJik5AB3W4RStbHvU9prKBxahiDfLkPkkXgQpzjQc4yASYeCqQ+v/WPD4qIyCLG/nv/VMu4TKrufBbGTPFmDAzPhAn3pFTHsax7KBIMa8d6g7ifez9zwxeccy8/03S7IZW7hNgfcgHQ6mQpmoYK5OnuDQkByQz4BVkNWAqGRA0418BQn48RxjZFSOwA45cibMlTqBtioYSF5lHkkgRkfC9qPFGR0U9PooRjcR89WNlTvmxtU90eLF/iLnvF9T7UmFOUp5tDgPxLK14eGXJMMq6tXlo5GDleun7/Ow+IiMgUIULf+//uCp0lSQz3JygmS3n5MiFGxza9tOKZ9AXTt3ppJUEYNHP2pbX2L2wmKAl65l9aEee1hBcolgdZzkLo8vWX671enOlaHl5a9SX1lw/pnD/bSysJwfxLK3QpMwy9LScN886X1g3oUo45qHqhzdCT6oCYD2GwbdZdv7Z6aSWx0OxLawvd+oN/tt+3GeCmv+sPz8f1sA6WXBe7QIGISA9jPCU5ywLWNAwtCQZtPdjw0lrJQ391p4xX9iSj5Yvdla+83odMrk9U5wYmHPLsJZ2bVdS4mCK6m+XHfLcMuVnrSdr0b5IM/fo/0mf62FjH48f/CmH8huSoh/BYjoPz6zbOvdW6zWex6eq2X7c5piw/kWxet13FtRBjyWeW82vJ6RAqnDIskOVPCsZD++JhIiJS2Vh1RpWyvArG3rEMXtLdg0REaoIcWLe9LmCsWOIntQxT0kVB+AxQ9xtvk3RDHfW8Xd0+kV7rabq6Pa9e2/uZV69Fgm5bvRYRuftPbjzF1u0w9/Ou21yz9dCZdRvnaKjbtKm5PhmfG9WR89f4PQ7rHQGxPLRpkL6U8Z6xqS4iFHeaglASfR30fVOfKrCxhj5h7En0SKmrMI8tCCQF49bD/XLCaG8Xhpy1xLpNwkhel2WeJjh/z5e+CfPHUjaeUd4TvJ0+ui1bSPS0RokSJUoU6SdOvqVf+/rTfRh3tfF8EYhwtW5ue7HZEASok66ho430w2Gj5RaZ4G8ykF7cn4a+oJxMmpOtnJskjStcxtQGTGo9NrxT4CWvYk1O3e6eWFsIfYNhQvvBs7uybhyNdPP2/5yduvvWFXK5YczQ2GiQLyZZuM4fHVXP5rhW0LAc47zInyYb6hWDcB0aFzUZP/Em6mBwPkWQsbZZPsgtxF9TEtLifnj2C7MAXiYDAlf6OSAzLYxUjn1pgCsagw4vHrRdOE59vpBMQs9oePmXMj/m+B4vJFVHdQAEAHR9Ll4Kk0WAe7ivI4YbYooxGLlGvhprEUeJEiXKtpGT8tLaz0S+ZbHxHqc+kdwkbJRTIGd9eE/2+IRceP3wJp8Um5EDukt62JodrBTmi1+1oBBp64a+bTVj/LDmdu0tKtI1hz6yHIcDulGiJEaeaR8fX1lAd3iOsEGS4IHgCj0gPSDcZ+clfjfIK/pSVtrvx49pse8/RFb3CkgIjvI6BtU8gvG7FM7XZSI+Damr9XPVeHaTVb3eHhZNh7VAQ8HXJjReRBIEOaBDz12G54AlTBzRYnggTa1CP45EVWjoAN3xSfLGC8DQtwohZA1cx+mMMUYrrTReB580DuO1gsl27pL2qa4V5etbT4XrImcMabsXv59pui1blEUJdPZAROktxbkuGWmkgDPLC1F+75XFkA9YuNuHmeKFKbNLkzY+hnkcjYjWomwU+MiaIuhaO9W5fWZTWYVZ3TZIKD3i0Ieg2/DgOaLS6Ns20+0oUbarDHInz99d+miXg/Q+mGUmRzTEBXihfwzPpS8fk/mH2pwZYAD2zkUQzeymFwPP3HNBlFL0wpqfFXqdBssIS0FUPkweXkCzbstx1u0M6/YT3ibR9aA1HugGAE+Scg2kBxnr9oKeq7R1cvvoA1AdVvuhN4+l0riWmOoZoWwMxsuxrBuuX2FTKxZMhAzG/DFHW4geXqzNKdcwU/+X9hfu59Il3RCSpIdP7FOIBku3WLenjqH2HC96+3hc6OMsIDMvGCMSAJl5wRiRAMhYMEZE5G7fn1MDbCTQKDI/2EigUUQEj5mPbJgilyHtAWxcpU0CnTdREr60TEIAjt/rua5dZtRL8OyytEzD5wB7M58LRpnlFfsa5rGHY+qzoKcsJwU9YTXDjb6xn+DR3Iexp31WYA5oA/K50D4gIhPRCM/brbrdwGPcgERvCHupNvYaozwr9M2eVcREjhjd7p1iur2VRE9rlChRokSRSxcbueOVR32o9miE7cEaPzAO1tZ1s/mBz2neY82QahgJmQnx5B7FUNsSBksKO2InmJ4/8e2BbXeA0FoanD5UzYeVdcN4RUTSBeRmbtAjiR8QG1fCKPi+Pw+GyxpDmHp8GUBYOe6D4YhLRdjY73iFMkZmrbIwtohfK8jeSSDSMCEmDIuDMcAait5gh5EzdWEMiEulMJaCga1tXv05DSk+sm7DVfWzj3st8AVBIr60vetlq77N+TAKq56+HC1m9D7TWKVxF66T5l2Ak3VDGUU9Hes5Cxtq2mdIIs7n65/OvKQZ5nAacOeN9Ls7//4h/MBQfhp64SXG59UWrbzqr09c9y9KlChRopweclJeWi9dqOXj33ZEkkQRmBzGTx3241B+AZve//BZjYufMLQqQCW+DTcz5h/VftPTTfYsbJAf/Yf6d68M1OYESXwqHdCilvmFNFZMvgqDqdqSOXS6AU6BZH3fn+sFxw09NCZXCrCDRx+wyY7Q15/9VqVlXx6G+yNaM8B5+kB+HclAcI7pEYyd8RIJwsoKhnYhNYroDff0ehLarAHi/Tefu0BEQrkV5g7Qo5Ybin+Sm6BSg/zcy3WMeyDK2MDv/QEuaMhVWMbEx/bTWwRjr8ax2SCMyWQN+QQsGZETjqOXLxiger+hrWsYKgfPJyb/F14Cym/kc7hO6Y+20xd60Z/3f+mvZ6puW69+S4OR4wfDcogOfBw6UZgyQA2Wmr4nhAFaC3CWXmeHMcpMfozbQP+BbuZ4yUkQWjleR1sTirjhNP/7NX+luRhj5LCx2DlfRjKj29mMbt/5cj1HcYbodpQo21UuGrby/mtWZXiWLhJHjuqzlZpIhGWEkT+zoYvSG46ypBYjE7D+WG8U92Y8ZyM8/0M4Ry8f6jk//g90LekZLy33h7xhzieeyx6jQ+hdNOu2+/rW7TTfbJMwgqPCMSOsHbejFMyiWbdJiEb6C3qba/SJ6aH01joDUtDJRj4DwfVI9Mavc2PGkDfgX372XBERWQeXA5Gv1nt2wn0lPqxdj/n5V6pt1UO0yQaArz72DYPB+X23ybin4bPtcpHYFNpNgMycYIy93rxgjB4LgjQDxoiI/MHv6O+nCtg4MDn8xwUbuWfSUz8KryAJaiISOEyQrzlF2+//C53PFZwjNZFqTUMOBKRb4BkdYEw+9FKUnjPu2QnKNPVAJlGCUG8dua5Vyag3gHdGtzPydsD2QKCDN5NalPrpGYK4EtXM/tXnVLcPoC3TbHNyThjQrof5OXug5/noS7UMH23MCXShAK+eMWd8LrnnVmEYBMBPzuuprNtbSfS0RokSJUoUSRIng6HzEeG0lVMTztPAmBstYLPxRiUMcBqXluyEIX40cLFLtn0CNDCe32ZSF+h1o5dvpq+BOMQAP6hbnSAEbHqrfp/jxYGARWZeHOhNPGeHvmXwxeEACDaYu2mD5PtM48AG+9BhkNAwtD+ZDfMU6WHTXwBZEwn5ylUCkHj5MRdiuHoPBst15wIYOczQSQA/ZnBYY3gIYKUHIp1jeJlqMV8W78wXddx2vgWh5SRD82NPsgwLgCCkneeAFZqREegOWrwmjBOEajQ6pjgHOeWoZ61NswE4U2bUB5UxwK7eBMaxIUAZoiZlU7pgNEeJEiVKlNNe5n5pTZLkIhG5zLZxzv3FlseKSJ40kkyAGMIQKAzK4RDznpLxDaiYwENw1hA5IGbj30+PC4yGHjb6BKjKFEjC8M1Az8wm28fm1QpzwfgbP0EoAcNHRMTB+HG369/0XvS4MRMtQn8uWQyoSgHLb88aw9n0cwOI1yLQ1NqwpP7FV9WAuQAb8LlAkhqgqmTaqljkOTcI7FSPxZDLZJUuXhhsGPsrd4U5OBtWJMeJzGsX7VYvIhkDA4upyP4xcj/wVR+GlYORtPwWshTTQAlGQ+UNUYaWwXilwUPk2RB+9G8DEkjGVuQXMNa+mZBkRTt0iSEyIWL1JBgc6VnK4d1mWkxiTGLqI71trU3SkTNItwnSoT8XLoW8Khrle9ZhuEI/6PElkYtRG7n3QK/z2xo8kAXQYM8oh/sdmUrlOcISyZyXbAAVhiF7GKjucxfC87cD//SMytCfi3bj5QT92CiPr9u9M0y3o0TZrpI6J4u1kwycDMuIRBobb1QLouMMfGCTmrln8MriOXVm7aVHh7mqfYA5Lbw3rQYxycK/xIu0Yc7seS8FXt7J+C0s74S92zD+n2jdJr5EVvQLR8Ymwfn2TLCu1YgSgkVH4t514wm565Be7/wdAEzgBVvFOQpcn5682rJ5M52RObS4rwG2Q7JVX73T9BHRMuQEoQfwwiWSrBEsM+s2gTOyl7LtEtbt67lu643mZg6YV5j7dRt990ANwRhjKs8AMvOCMTomTDuYD4wRCYCMBWOsnCpgo2VlPxHYGPbFEKKWiN785MP0QHaZjen9zioduwt2BeK+FJvaMyucR+RKYqoHvK5xK967HznPcAQuYJ9nLugYapk1SDsxTNyLPXqo9e/1VQCX+L0HJPHF54YRYIBWwz7ABrpkATYJ8lIbE4G3B2R/K/D6DhE9N71Qf19+TdceNLNnAEXahVxfTh/d3krmemlNkuRWEfkXIvKAhLFwIrLlS2uUKFGiRDkNxbkQxgMwYGqo/llFgcBIDwBaxdJInnTF5Jpi16odcz4JyOAloGGZnoHpCI0bCg1fGjvcgE2ImN+ccQaNCJNqF0O49HPdxFC1AP5edYECOkMw6X7iAX2rYcWCxIRZ0opbRyjV21C3NcVO3jCs0+y/voxYTVI2hrgxLQC/N6ERyxekAGt+/bs1fHOQgsAHLxeLC6HNd52P+4Dh9dWjer3Pl0piUsO4G5k5TaY03PFCJJwP/D5jaOp3uA9hSam22+d9GIvd5jog9WGYKr3YfBEpEob2mYGDIefLs2D8GpIWASzMp8GgnKbBEOpURokSJUqUKKe1zOtpfZWIXOWcm57wSBERcZJILQ4bZMad3xQa97WRuCEy5wufP3CZIjB9s3/d+agaEhMAj0TJUm5yYMEia2nSMXmIXvLvtnMMjbDGeEKIDCYbiNUewiiCl4b1Wcmo+5rLAmq0G2FgN9+jxsJaqQYBWT/p1dx3NFzv1vs0ML03YM0i3CdQFjpGnK/fFsaGnl3mqzTeIKCBoCf7X/9+yIU8i4yAnslVj33NRZqbcAGYz56ehGD+D96rBhprWHJO0zG9QECYPdIWrAYakw2Z+fw3uf9FRDq1wgS5ATVC/FJ4nVLmWjLnBmFxb7gy5FWsw/h+//1aI4/pSwlQJJaUsLmJjnXFfO1dE0fne3cG6Lbr6vYPXRp0ewno2LvvU91mLjaZFtnlYy5c76Yv6BykS2nnIIf7Zd8b5mpWYWlimk2OAevDq9FiHpfAzPnxbzvk27CmHHNne3hh+dcXQ7d79DoE3f6Z4+n2+pmi21GibFNJRNqi9tETGRD95fPDIpxjX82f0Wd2EWt8Oda9uxiCFd2w6VdYpwo8U3j/l1VNPZMhvIj0/FheKq4nXEcSv3agPqRfb0ypoZl1ux52czG9TYL154efG9btHfBc3XiP5upWCB0na3EP+faH67D2vusLO/X8sEnIAUBwimtz6+0as96kXaCJ+6Hz0Tzan09/V1i3l7BuV3RZYf/5gUt07bsMUUr7JgF1ef+XdA1sEGWSMLBpgyfh/kiA6NnWbd57lzPA1r+cBWTmBWNEDCAzJxgjEgAZC8ZsklMCbAxjdCKwkUCYM7rtr7sOmwRsswQbxzh9CzvgVRcFEos+5v5O2NskhvPMcNCJg03Q7Zu/qBOYLvDe9boLGKwdjJjDOVamoS1TPzYmmBvofYIxX4Tuf/riMFcLsLdr2CQZIsi+8wLNd79iUe/nwOrIt/nZJ1AzmiYB0koSRGGluLEaa4blAqFV1frkFkRlnW66PSPzxoc9JrPrbZQoUaJEiRIlSpQoUaJEiXKSZV5P61hE7k6S5DMi4r2tzrk3bXWwS0SaNBGHmmU54qJNSSaPyDl6qFhSAJ6Xj9+PgqP5ZuQgAUrkcy6Rw9AjS5b3NJmYftwqUbbW54vw2M2ekBpMfbyPlB5PpgMwFxTHv//unaanaAPkkLHfORCFFOfsVyEkbprg3wCQUgxGyvslOsW6mHZk2m7tpxIAyBCo0QRj34a0RqkWgJpgHKdAU953L9BVMhEbJCbrsy+MpcdY5PAk+/xJzkWYv/Dvbkhc5seevxoX5DJi6zfoCYQOAIHNMDbryDG98e5dvilLRbSsJZcSTdVPsiJXaXgMfA4kc3QMm57ImavbP/0lo9v00KVE+1wYHBERIIo9Z2qiMZwTebA1UDkPiEKn27RCP0JfC3gzdqCUyK6RLkGTsbY5QiZNk+fEfArxbMF6Y++9B/exhW6n9Ky6Gd0uzgzdTpxIWreB1pPJTIZNlOiw95Bj3lhKkmuUXZw8FktXPBnN8Vgk/W7ejLbhuIGx0oehQj9mvDf6XYFjMSY7qYfQPSQ49dqA7tMP9YuPqF6wviXDWDxptjNzDb1PWoXVN5ouM3aN8bPMtL6UpK8lzLp68LZB51I7Jzk9YegL1uf+iHMO3TZ52X+0R/vU1tRRzBc4FEZAxkemnl8f61OC8Su8jnJsub4E4b/JJs+/mYsoO5F3bsKqE9YyBBs3PTfkanIpI1JsXLV+ZGT7xjj1sY+xvmZlSplm8Aq6LAueFnFaM5zM6vAOtSuh4cIS1xEdB5AIywL6sww2zA2z1lcY3zWUVerDHeSmelOL0LnKe5TsKLJv3TqKJksM/zf7BNmDj7NuO4w/HZ7v/+KOcDWsCTXzGNNubltvpGMxHIcnMYN3tqgZrcN5hbeNbLvcAszUMWKEnhwy8foSSnw8NsL9OZhApOsgg+uH7sV90BuehTYZ1sAcuk129BT1tfNvYN2mXtMjWJuIFdnR1e1ZvU6Po9ciRrfn1GsdAxxr9drIqbJuN6GFX7e5prSb1m0eZ2q5Qy/cSC/QZ4UBDOQQ+9caPn/hwaDbdcp1CB47dHmD3CBYd4dtcD9PsY4Pp10b7ih0Ysp9H2t0bTgg3MxnggcgQ3oHIwXc2JQjGyENw9tYeu8//zCYnOlJ7kTE6fmYQ7tO/os1VvqgDUaPtpi2XRtu85q9hW7vfHbdPt6aLXJydHsrmfel9ffwX5QoUaJEiRIlSpQoUaJEifJfTOZ6aXXOfSpJkp6IXImvHnLOVcc7fqNO5EsHCil6CpuxwLkzyPPVYPEUXwONSFfePdaQMtD7kgHVIOLzxMEh2oKy/2YgDKaHBRC6BrXYpMccDZBP+MuZmGrEYucDhQhq77UA+kAEfEovkSXRYG4gEBHm0gAKyRLUjTRIBXNVG9Z2RLEkon2erbTxMIdv2zD/tekiFe0MgEbkVESkxfjkbTd/kWmaZIBLDXza4N8TwEIPcexLnOwGolNEySxqhPweT75M1AuoDrxslna2h3zFiokqGM9p281PYXlMi/Q2vtAYvVLQD6JH6OODRwP6RqbmmueZ8UadsbptEqipyz4fBcrlWSKh243xAFUYc3oG2NSjfFRUnKPXC8/F4hK8GC08Qhfpze9a0e+PPo02eRgUqhLrIpYz3mCOc0e3ccykOUN1uxG572gmo4Hedw9uyPX1oDdXnsWQDeg2PeZYi5qU+UFGWIeStd7gEfjamj5DDXKYmpuNV47M2y1rDvIXrInQ6aw2OkbPUY85bHoDDslZvrZtzxAK0dE2s056gnhLOwipQe+c+DqBQOYbeszh0TJui7zpjnWImEj8NyKBk0BEpIBHrIA+LuBBTmvmtc8wfotI4bjmMMIAY48BS50+7/cdXvBtnuc0X7C+CfqPPO+MLNnYM1h/T8cAawvrEWc6kCUYsBfhvU37IZKoAQungweZY+sjQri9WY8GPELMIasw1iXG65690CETmbEAdvG8SWQD3ulJLfLAgUySg5ovtu+Y9vPi80Oe+I5LNcTpyYN6zqPIGz0Hj+dKpf8oS7OHYk4SfWRkWuo93uP0ubvssEaFjN+NOToa7q0YYJwxNxOsA2TzTPw6YDhYMfcF3BYl8se4dvh1Gzm7tdEnciqQQXXAaC+ystNDabzWtF/czBpUsWYnaz1yHTdqHkpy4h/e+w/vFw9MwgX5XJPLgZ4mEpdls8QJItJCR6ZYph4+rPPnZtZtz1xr1+2EFLH0wOuxZIXO8Htl1u0RdDuDbs/qdXMcvRYJuj2vXosE3bZ6beXvfN2+KemcU0SkZe4oTYSE6zaTM7E+mTcQejTbdE0/8bcDg27DqCI8f9bU9azZ8BBSF3J4Ux3r8NZ2TabXHnYLA8M4RziU2tluodz8hrZ5gs2V9YxdY5ix85nnCyrVoC7soM99YzPXxATX+8KqrtvTZ3RdWfopPXaEAsmuNNFtsPcKjluOceRzjueuqiwrcnfdnnfNFjk5ur2VzMse/A9F5FMi8jXRteaSJEn+1fFK3kSJEiVKlChRokSJEiVKlCh/GzJvePDtIvJPnHMPiYgkSXKliPymiLzsZHUsSpQoUaL8l5M940Le+oVzZKaMXKe25G/+/YMiIrKcsO6kChmyfS6oBUwdw0Do/dEf33SXMma3zIurwnXInJqRldEzHdNDsNkzSXcQ+QRcDk+5dzjk3b6K+PrVrDFHzLmpycTJQTA35NF01qjUryufLwoU2ngMp2jfMgcT9wFnm/QzMnKayBu62JGvtYA6vTVYX3cOFG0/thrQdXInFMx3BbpNvgKyzX7oS8u+TdvXcZoA8c8yReQL5Nw7Mokb1twciVlkiKQHo+nh2Ib5xYZHlN5feBCLdGYuGQwhQZhDxS9JA3AQXbnp/iVcx+qB9q0oanlqPC/XZJQoUaJEOdVl3pfWgi+sIiLOuYcT+vu3kKfWc7nxrnOC5TIThiYi8ul/pJW8Fzz5CJPIu8QliSn+zTIdPF+FDf6N9zDUCZs3C+P2wobVVgxnoQXD1TKD1QAAIABJREFU62KzJSGMCR/wfco04btF3EfSdkNmUhIjmfg9Gn4k5WFIDotvM6ym7pniw+hTlZPIA+dChAFDcxnaaMl4SMTkmi6JS01aciZWl+H+ikUamOh/xjHiYOB3ywPB5G30//ovqPHDMOe6AhFMxoLs4XoMV2DB8AyGD8eZhctbW4ojZegryCOYqO26xjHDJZ1pSoOUFOMM2c4w5itrqsI/9TfGgIOxmnnabhMrJWeebnMMpaPbVG6GyHDeYOiTdMmEovtng89MynAsfxf6QWIIMzaXL+l9vQAkAQsgMNqFv3+dZAeG4p8vO1nBkEqG/HSJN1ITYnSm63aUKNtVnhwX8tYvnicMSm3xAr70TCCY+2ilhX2HCLXPEPK8lqBmL8pbOANG9EhihXDANay9H7w/kMSIiAyFaQrBbJqWTBHqEtp5wkXs4YkJTXUz67bzqUJdohSun9Ym4eKbEJDpMZxV/66wjk5NOHLf2ydYz3g6PwZc17ewSXzIfTf2nssmw4YTAzwlWReM8qGpaReQKrLQxpNPoo9vPt66DbLI1ABDTJlhqZeUYIwP98QaXYRQW6YZcIypD5UHYzgkXTBGz4v7nBOMEbFEhwGMsXKqgI22pF7m89KOAzZSXyzBHdOocg0fJUkPQ7bZN755JJUZWO6VNbsO8A6T4Sbc28PY9TICbOxTN93DNSQbw7fJVrrtOl8wTY8kZ5mx76lbLA3jSc0QLeug030zJgwurjGet3xex9451fEEVUh7GLPMlPShTcc5yAqStHXXlbpndbsLNs4LNIqcHN3eSuZ9af18kiS/LCL/Dn//oIh8fs62UaJEiRLlFBcnmofC/DEyENssedbZYz1fD2h5wILHWYOiC+yQQZKskCS9TIwH1DFXHF/593n8zrwfg214zyfzpDPm3QX3qf5uUDj+y5Pc8nMmrSjknoZOkTmVKaV8HeE5NwxAWKXMM+8aDhUMtbxlTc6QA4VUU3FgC2YdTXqO1+FFnEzCNr6woHmZdFqXDcAuGJw5c9mHxquNfCjW5KPBsthXg6iP+zyyYWonw/A6a6CWZYMXoP1j1lnWc1ywZO4Hs7cPjOutz63iJ44z6kITpsLLAw1n9okcES7Yhv7Fpq7azrmiRIkSJcrpLfO+tL5eRN4oIixx859E5OePd7BLEnFZ6gtcp3jjTw06lnPD8snr3Tf3i3agwLbZdA6vMclaPwu0fc6Cbm3gTZBnVmAgNOGt/aIFJS4gffwzGyihAKPhAmy+SbBn5Kl1JOUDkbh4iQiFHnsA5lwFKudzFkz4FOjGD25gg66t6SeSeFKNgLwSIaMXhdwSDv+YICysD8KG1qC2RCZdH5s5Su00Y9f5u67DgHI+aL7QC3QxCqIXgI3GSej7/o1u2N5lCzQ89fsnYBQ5sDxduBiMFhIR7Rlj7GGYXjTU8SSR1dMbZkyAkF20AOMOZswBeASnMAxZFuI8c70p5vrgChLu/Y2yjIbKVnZNuxUDi5x5ul1TtxeDblM/D2zQ84CxYSgn+t4zHgk/PB4uxd/8HhECNedzGAz+S3bpvV6JkhQVSlKsDfTCq6i8XftiXCLFiF5tPBcI3bwIut3Dm9K60e19X69uW4Mcno4nT2PdjhJlu4pLRKoslYIeQzwDG2V4HulV273ItZDh0vjs6/NXTgyRF/bTAUEVLMvnL3QBn4N47tM2tL1wQQln6Fg5hDXZYUE9l+WRAm+J7EUERY0X/0uwbjelrjNH8ORXWFt2D82+hFJk++ExZgh8AUKmBHtZaxhuSnhhh/4rggdd8MV7TAy2471Q9Ox4UIJt0C9bdiwn+ZRKw3V7GeWrtrBJuG7n2G8uw55JUjqu2/IsNslT6yjN0nT3zBol/vaaMkAtPIAXIgKIY7Bv+uxgjN67fs4LxogEQMaCMVZOFbDRGd0+HtjIc9AZx1JtIiJVw0gAkI0hUitrdWMvE86zHj8chOtN0NbBzub40kPJvbbsEHjhHyV1WbYU51XbKjftCv2Tt0FbiHdVuaA3tL3XeZ8YhOftQjkePH/7TR8Po9xdHyfcjTFJgLI+s6bhZRXIqVgOUEQkB1BKIDHBhBFodCBoOmB0exZsnBdoFDk5ur2VzMsePBWRj+C/KFGiRImyDSVLnGfmTP3GbDyTDJWi3UdW2hwsgz4H1YRS4bN0fMFmyB+tAYI6BuRgjudMKCE3Tc/uacPzgQKFCMZu6FaK7S631glZM8n26LoGdrDhTAgjd00YFAz36uGeWxglrdmdn3eunvAfXKADl8M4vv+AnuxLRwGAVsGIo4Huw7zIqJzR8ExxXcMejHE6hnexiqkfKUEq/RwbkC0hZSuZRVMauAyhx1wYK7hGjuwU14NtL320ncIgKs1Yp2Bb9gBu2jX8fH+s+5wsoy3DXTkWePHCYZ3ahkzJyTafO0qUKFGinL7yrC+tSZL8e+fc9yVJcq9sAcs751543Map86giczCd3ViYrwn0gTkKpEkmLbNle/fwG4wbekTWJ8jbTLqx9daTxUgtep8YDs8BwB7coVz2JV/Q/6bmZo7uTLv5Fzb5s4HBwTxUByimnzJuH206BYtRyJtGHT1YsKAqFDs+e4feH71wIiL7gRYdHqOQNn6aIOQLoeqdGHsvPv+AhiFKHJToaxH6yJzYBPdKumwfric0JtFnY7iVNMJIl437nOD3AZFCGyYIWI3TwrxJItrBwMLxTbhekXmF0XPMWDCs8pLnoQ1LBnmqfdkidfsM1G374kIvYuMNfO8u1b8RelishOWFqF4PN0pArWCIZY/DoG1WDPp+12GdgyfW9RzUtSl0YzIGcmhQ2wDVp52/az5UQCatbqdfr26n21C3o0TZlpKIJKk0eG4GeJaaJCTCO3gilvHbiKXDsN4tDvmMB0/dOqI+GnjZGGbezxmqjjUK60NqQRY+1947k9ivfakIv4CLSILvmFs2QVf6eJSbCVElrC2mFBA9Y+TXID5CwKHGOW15Mx9Fw6UCkTmhbMbxozWYI+gj7pmnynJS9LiaPvrQ+4bgF9Zi5hdOMa6949sk04r8BRjzZGbdNjYJz8v9lSmPcMwJnXkD41LivjOF7Zb6ciA4Lz3KWwAmnkuCHkD37GCMSABkLBgzK6cC2Oj5L0RC/jJBRk+Sx/6gjyaF0eeJstQX+lykiC7gsX78wwBXHtejLe7d+rhd6I/h9eAeWkMhvZ7OcIL4sngdXcd4OT4z+NZ7lumCDddrYLTxOe9D7/evw5sKo8gNDKCI/lK3NqhisC2RJuvXndY8SwwIIRZMR3iF6yOjQ3q27OYM2Dgv0CiyhW6fAGgUmU+3Z+VEntbr8fk9Jz5VlChRokQ5XSURkVRSX+M1QTHgJNjoMgFwsLgI8pi2G1bHzdqZXY1hgj1PDsc6oyoM4Uot6AcDiUY6Q6kIAPnrGCDG05DN2Bg8B8k/Oma2J5rotvHGDg1vA6KUJev1ArjyGy1favR6i/0ACrxkJ8IcQSoyQbG+F12ov+/F+Q+vmvsBm+8U49WW3bSR85f078PW2UwiDgwljRoCWiUMh0JCGFkfBiyNNTp2jyBsrPbMysYAw7gd3iBJCgAr/J5jLPaXwcQoWoa28T6SzvW8mPuhvZMN+JKEuaSV6ElUTMhusvm7KFGiRIly+suzvrQ6557BP9/gnLvB/pYkya0icsPmVjB+2iQUCXfcpEwMOj07zKt03XIE+xCrnXTYNjsfMsVP+3Eu5ll4D0WoSC8HxyysCzQKG2MGQ+kwrmcL+wY7BRvwmIygiLWn9QCY4+DEGmr0jAGNw4bdABWsgZz0bPkF1mNuiUhomxLnyEf6+aKL1Yq8bkfY3e8HKccje2EQZurjOXJIzz9GHssgVEeQnEYi4CHmFOxbBfrMfBXLOpux//r34yAByWhdtDRM9f73HDbetoT3yX9g7KdEupDraawWInL7UPA+BYJNtt1kxtB62uTjsFg1kbkULlCXMjcRKK65v5Q40HEMnzNGt6kbuIeDG+F6NFA9ktvSWKcRCsPSGtP45OzU0kUo2TPm49QmVPTpsR70lcNEtoGcL8KLIUT/w9y3JV96+FKix+xHeRC+BGVb6rZ+nli3w/UYDXE663aUKNtVElGPG8sQTclsbrw1X8ULNtLhJQdNaTlROGTMqBTL0EmHTsp9QH87WOnnBkPH6dA1ITLH1vs4B6Iw6AHEdVam6KtdSOnAwZ8ryMlNSzAe81CsZWuGedjfqd/3maOItQs8HAuNWRfoKaNn2rMEA6TCAHjsyHqjCDz533AuRr0w2Mys9c7nF+J6WPMOrBMcwTmNrcX9oMEJn+S6zV0FY17h7z1HNq/b9PY6rtsTsLHCNWnSDH21hb2IxOm1tAfhWfJ9l83CjAV0jfvFLBjTKX1FJuhns0lOAbCxsYNEDxrGKs8ZcYg+Um9sG+/WR6TfFHsZgTdWt6DedIYBf9Bs8Y5O2AzwICZlmPuGY+3zsnF5MwIiIq33RNr7aztf+dJftDfoXCxNAqe3EfAbvafI4d3gu8LGZhuBvChj9t8bTrBjwAC8smFsINqoKZ9R/e3YlG5hn1DqJYCNADfpLT0R0GjO43W7/83r9laSnvAIle/Y4rt/OmfbKFGiRIkSJUqUKFGiRIkS5RuSE+W0vl5E3iAiz0uS5B7z05KIfPZ47S4e1XLbi4/4cKMhoqScQRl3DhQGYqF0Cus30hOT2kKKZTeeegg2vPe++Jh+z9wPRg71w7mHRCQYBkb0DZBMljHmPrQpiAbhOtMK8f8IoH/XA7u0rzguN23BdyEp+tQm9J7CK8WwNFMjKfcIjB5LUoujYB68YKRtrwDb3yXnBFRiN1C/0SH9+9ENbbsC6JW5bf0iTHnGOm2IWy8cvTVdGIUsYCIiBXCOHvrwzpdp/a8+0dox2mq9emlNLa0CepAWzBmkRw6hf0PUvOsgMUCYpiyloH+/7wGtUzWFZylBHQjr8fTMeG03zI3exCHQ9g+99Khvkvt4f+Qz5qqn3/En+vuZotu3eN1mjm0Y16rH3Ev2CWNGNWEehiF7ISK4hrlgLghzd3OEQtYMucyDDqQZyGs8oo4xACI5YAxkFcYzhy61aJOz/izrpuK4pnk23daH6RvS7XJGt0eng2438uGXHJUKpWMKEv+Ycq67wHzNkid+HJlKxJweE06bwZPCUiqjnoamvu9aZU9t8Jw0mYnKAF3iEpFY78HWDxCBSs/kktc1612iT6jRW1dk09bv33XPom8zqbooMNv6XCxcth9uRzKMD0vs9PDglfTwgMG9Z/Klv/UcveelkQ7mOvR91Nf+fw4RMUd64ULM4Wrh4Zhi3np49ieIrikNI/wG1xbsPw1ztxG9w7qbn3jFEd9mjEk8iEJ6i+di/RjC81gwfyrcT7va9QAMSNqEZ4Jq7kvuiEiJvtxy/zLuj8n/dJ3gw+R9pgNGgGDCcd4dyzqeH/lWXR87ThD0s3KVvPk+vealC7V8/JWHJIGO1Wt6sQPGG3Ux5queiZCh56DkOmCwfj7fmHJZxPx+6Art1xp0e5xzDQ576zI8m/0hPFUYjprPG+updmqB80HDfsGICiSw3Xyf1p2tSKo1NYrrPR/426dgcv/X++0b71fK2uJYJ1N6Yek19eOAr01XfZ1URuAwRxHjOwzJrb5NAv13BW0qTxChhzJf0+RCUsOGWDPe/LLDIiKyE/eeklgA3r7KrNs9ejpxXdokDCLqLcCDba7HtWGtJrkZxv7LWn+yMWu8HhD+SU9SitSB4+n1R19+TDYJuRYQtfM9n9GvT5V1u+0H3V6iDUllgy3CnOHE8zeYuqno2wYmdxfmfgruhTffrevGWsU1wegNvaX0tOKzj+cuByP4sil2zi6Su6IlJweD6BhFwWt0vNDQaeZg4yd6lEfsgHULcm1Pu15tevkr5iSbNalAm0Xw17zzOl23K6RuDJEUMxoiKtPuU5jUFM99i+eAObV8DpMyjCNVt4InvoQ9ePN9XLO5R7vOh0hIv0n7z75mfz26vZWcKKf1N0TkD0XkgyLydvP9qnPu8AnaRokSJUqUKFGiRIkSJUqUKN+UnCin9ZiIHEuS5A4ROeycWxURSZJkOUmSVzrn/mqrdsPcyYvOm/j6hrkvih6QGB8lnnVj2+mBIVNZaqqGl0BNCDzSM3kdai9WOP+AKN0NAVUhuhBqLQHtAFRANtVEAjJc366faakIQQUkiR609svMlQBSY1CqvCQzGT0silz0Ce+ss9aV8bzAfUBG2hrnyAGHFRibGsj+uUWAOfaDLnhpJ3M+0Dd6CnrMMQhTXhLlqolAwsuFefN5f8bDM4XHuEDbly0rfJMhL6+9TAt7Fq/DdUw5BsIyrMmU+DnBdfF39bOmybqOvdsFhHzCMymq6aAfzjOOWFgTH/R4JCUOYZ6FXu9FywGSJKMry0g4y4gn21e3S+g20VNH3ab3w5CwOHC4+DwHn7eNeQVyZ6ciSYGUYyoqJqrQI8narvQOG0TUs1iDLWcmnVMSKHlqSXmQk9FU1G3mHXUZHufSbUQ6tM+Bbv8v21S3s1au2zWVEuhuD17bxh6HCA7W4i0c0WnoAPN27FwQsQbCvIQIj2su0PtPqDejoJ/F60kONKvb3aiBrMNFCE/Zh+FVSMngiu+Zw2e86zwP2ZbpWmU+l699aHJtekM9/1HkLY7h1V5awLiKjvnAeAImlba5aKR/L+/WPhxFbt46Iy1MrWHm99VE8/16rOeid3OahTFIMbfTFeZ5qy6TpXsA7/pl54QLNYe0zRX/Gvvc38NeheuQyCo1sHr4Tq9NL377cdzHWJW5tNEBSITqw9PKvcnng+N+DOG192T42n8YEwYMXXe2Xqfj4eN5nZOFnNEYTq7aWcuEeynW7ecWoX9uRT/p6R3kZBjHPePEqfFMMN+NHsAe9vtLz0OBa+ytGQqdFm/yTT3fBXWYDPR0tLBus+UvaD6JvHfU0y5Bu+7QqnhQ72dlDefOzZxVzO9DhQFG0XhqWb2XickxbXE/LDFVM3IFv3MF9BpovcJYN9KGEVzeZ6V9xdox6tl1DTm6GLcJ9r2CuYnoY5abvRN7yRARKa9YVJ0YghnaLepc9G7C85Ras7fbp/AJXaRefyysZ+1Un5Maz12KfSmHp5WBD9771ikvRZsA+4H3rmNcsZ5fd+4ktCEZmff8dSO4TpV1m2u2iLUXup+JX7eDllOmP4d12+dL62+TKWoQ4xnrky/G3F5/wOvShtX7GqKPZHj2zHR6Be039I/BZDTj2Q9GCjgbAZLRJsH5su6k97DuLZhasm0N7zqGqa5RM54RCAkjacKevZ6pDqd4X3jp2RgjLIjlWaonCz+EZ8ywoQebRDqfszZJ+wmznq3p+SqsxQ7PX4/2ix8ArIXGTqNp5ddsjOM3o9tbybw5rZ8QkTXz9xq+ixIlSpQoUaJEiRIlSpQoUU6anCg8mJI4FyjsnHNtkiTzto0SJUqUKKe4JKLM0AWA3gSJera+bz2lp0ORXTqdBoA/L92hjacml+5plEUpwWA+QV7lFF6zEXN8zjOeSSEDqMpmzw6iTgwyy4gCWUXfzgIa3HY9WiZFX3LWIESyFdHiSUu2VHgIDKJMCDlFfk8fOcnrrNWJrXKvQcw/9oD+tvygHlv16AXW79cRETAyHt0+Im8mgP7XGTWD0z6NHNrG1GP8b87VHOarwaz9nw/o2P/5U4rAZ4jOSY0HgKh58veI1geObxGRFJ7j1pgLKf4dahgjsgEleyow3WdmsMmW3vr+MqpC/8p9XU+jb3BbJVk3vzOhN5CpcyPjMSUDbdZuWU8wSpQoUaKcnjLvi+djSZK8SYJ39Q0i8thxj06URjqbkFIZG40ptyKglyfBi6dQRwjAm164uqmDP/vADm0Kl3zDcg/4vT/IO3fVSqiT53zqeTekke7oBhtzbrLmE+2CVDuZNI7QJPi0GTaQgPL8DdeEBOOdcIXf9qDGgzUIe8kR3pkhWdmthD5mCFurGGoE4yRHJNfTT+vvnzqssRB/cE8w2GqEOKwiLJKu/wb05zsR8jiZGnc+DAFGti4O9EJvu0KTvZ93rnbgkUND3+aDd2lolxsi1BWxDQXC0JLXwzBFKKolp0p9bUAaRSRz0LYO85WshDbVkAn8jNnAnPsQDhw71fv80WtWfNsSsTefelj7nPbZV8H1YAjlto+Yaxrqs0bPNtVtWvIFDXvXDef5zkvXfVuGV/7pXtWLmqGCDIdmIfFJCMUhR8MYoWIcG0RYeuIgzkRjB34CYhtf0B7ENwjL6uFcR8ZmHqGXJeZx1Ffde/PlatQ//zzVl8eODHybD9y1hM7oxybdfh2JIVCns6Pbpf+Xymmo21GibGNJkkYGLLWFGOShAQlK7ktYV5ha0EPY5bcsIkxxHF7E96Nmb4nyNKg+Jg5rIEMNm/NBfmaC29KZdTr16zfXbaw7hmxMDmONRSh6MkU4LUtjAEhh2a5vvyyE4pFk6O5D2ucp+jhCyC/L2lRt2MwGTbccXor9rvXh5gjfRbhpaQiLaC+RfK7FmlWMtE8FwvfXV0xaAMM8MS092CRvv1TX7asu0rXwgQMhDPKjIFZzfW1UYA/NQcSW3qTH1X6TNvugDzxnaH933W6x1rujhqxmByaVJTxYLof2IOeeJEe5sbl8XWim7ODYrPu3LY2UIJSd47llyZuTCDZO5wQbp8aiyWY+fcivr2XN70NI8RCEThP6xxCX38tLnKsLQvZMWPkSNr51jBFLsrTYuzkW1SQ8f0PM35jlahBv3Pqa4Axvx/1ZEsWZlKQaz0k66Or2ZDWMyQAqS3u7D/TxRy7Q94bLd2hfH9gItt2vPgJ9HDC8G6H1sDd6P4T1AGHBSSe8dtYm4RrEmtqwNdfCfZVQiJxgY07blTYDw4LxcxbaptRt6q775nV7K5n3pfV1IvKzInKTqF35GRF57Zxto0SJEiXKaSFOUhgPZGk25W/FedZqGEEJcw71cy+BCrPB5/BSVqxfiA1/cQG5VzBak4k1Jg2FoojU3GD9phzMHsoEm3EGpkgHjyuZiAXgYhLsJKkIOjFviYYo82AxBlPD9M0cnQz0nLd+mzKoNzD2h+jHmsl9pOeYBksPx+xAclICltymF+4nw3gcmxDEhOGF66yQXdiAD/8JxvxfHIRxSjbUnLlWuN8joVFzlHmKMLi8qcmXp8z8pcJe5j4PE55qGMVJzXrI5iWNCXzMHWPOFf72rw+WFZS1p2GpFORbgMHa4J3MsuQ2zH3vn9gAihIlSpQop4/M9dLqnNsvIt8/91md07dpEhe0M2/gIpLQwOgxLIvEL3rsp78GL44lBeDp8eZObxArJZTYwPIR0TLDagGpBcn5fkNmwr1+PzHuhxabXr5O4wc9IMwAw6wHAO8PHl/2bYc8Bp7PFggCSx2srfG4YJzdeK16Ukj4sIxE/308BCjkuTAE2gMGFSNhCL66cDcSqBmSBWKGhR3BYnMAYpZA4rQOj8+vPKEep/ZJUJn3jHcIUeEFjK0cxD0lkKaeMFmexmyAXivcQOYRZBqMiixNSWIzMCF/LIkCNSAaTGOSXr0+5uD3ngrlLDIS+HjvE/TC0V0JPTLlVfK6i3JnhYGORba/brPCAPraA+j3+YOjcH/QKSLoWU7PBAx+jOFyFryzH3pphftjjSCWMNA2A3gEG3gsps4sTRwEosMogTMCUUwJkomLTQkormw7QLRCmvzfeAq6/fQWup0C2YVuZ3hWSfRBnJ66XXV0G+GXHsWkl/000u0oUbarOBGpEl9ShS+7TRqej2SEdRvPFLgLZYLn8nF4TRoTc5zBw5iBOa/BS/UA0RpTtHETPvemDolfRxi+7ncB/KrnGtsQeJL+rOE5ByAzHuuf4JuTAcClhw+GSBKeJW26ZFaM1q6xt/eK0Mf3vFhtkhzLNqPMpgy5hzdqirXscB3AnUMkw8ECdxH6tIjIkQVcZtGUSiE5HEPsSxzza0/r2pfuB2hhwsGlz7W8C0qxTwPcF3eU0nhauWfmfr3GmOB7b78sGMimobeJwB32UM9cBG80o90s2SavQ7AM+pejrBXHszLAWooxqIF42T3EnFhSAEYN1vmTDTa2m8DGYMvyagQbkxnddjMRSSIiPdisg6N63hqeySnYIIdoW7KkirG5Djbd8lx92CR5SXtJZedyoOa59dt5y4j+gi0+AQDWwt0/BvC33xD4rWJMBgAzSbC3o4RtAoK9xaGZSMwtiaRK9O23D2vjwV7okdmzpyBaWyShHaLJqlTbJImSjNEL7cz6YskzRQIwm8ImqXBsZgDZBJEjSd4dYzdT/4fZopYGkZGEs7qdPatuQw8JNNq0lePIXC+tSZL8auiu6aRz/2ae9lGiRIkS5dSW1ukGzXqcLV74C8N+SUON4EKBDY9ZB+Mx6w+G87Isomcjb8lYiUZ4eZ4+Ylhw70CfaqYhIDwKfWsQotaYkPAG7Iwp2EOLQTc8aR2hYY0JmeYezxqcaUuWdXaeYxH65o19bIlXwePaz9WASJAawtqoIiI1LlSAvbeoyZSJsCgwcFZ1CA0rkJNb0iiETbgGY7JAisZ0HDb69SldkjDEWEcUY0zDoTY1V/MLtd/j9+sLDlllU7ypJHipyEvjNV1Al2AMM5Q27enYp62eK20CMFL7NwLMJWtuzoSpO2vU4A0kAUY3YQgtPbALTEkwnlYaa7V/f4gSJUqUKNtA5g0P/n3z74GI/Hci8vTxDnYukUmVSEE6+B7LF9hj9LNCDgbfylmPdg+QxNR6o3IikF1ErUUs+hAuiSkcPMlHTLF670GCh8KjNDBS8KZv6ttL3tcNuK0V1WAYEwkxSGrRYDfes2FJJ2CM0DDDdel1K1BQvGeMoW9FEmuOuPgRYqI2pnpfx9DlZdRF6F8eUJVsESgNjKwGBkGTdMtpjDcMSuwRJXyHsf/aip5rBLRlum6MViAhBTzHFcLZGuSPLaKkAAAgAElEQVR4rt/a9cT6iukS0NEGhlXLNM2W+YxAZkpTPgYobYPBT+FlZhQd5x42oOxbCxPoS73wK+Y7QKcy9DE1RlLDPBzO7dRSiG9/3V7DhVPcP/Mfj5jwO0dkjqQoDZE19HkBha9NfsLVRKph4NcwjNuGoYn62T8L188DalsCqZuuo3wHjOgMLyXlFN4GkwuS4Vkk6z9LKDyOkFEWtre6zXBCljepkBvUet1GTlayWbfTBeo2Iivw7JxOuh0lynaV1omMy8QTb1UZX+ZNSDrJtzb47DJKCuAAojUag8gwwoZlTTzxFB68DIvi+GHkft4e1hvaBkwLI9jRMKyc3uDaEGAhNz/F2pFg/2Epn5R5fgAYDo3N/uuJrlS4NvoyZ7j/ZcPP8MKz9Xq5D/PmsdinWI4J55oakKJy5DrQvwdwXfd2wquCCC9bTmpaMtoF9hP2LtpWQ9hE9VoYxw1ElYzQtw3c5wjox/QOEqRhHEwUT44vGYnWYvxy3EeLJTKtwvVqgDk5nNiO5WQw14ycmWJO2tbsMfhn5t3BAKaoLxzmkdExAoU8R2WtDeh2nUghBOVwDwZsLJhvyJJR3P9w0g3snRZAmgUb8xlOiVmwMb3DRHJ5sJHAIUvQQV8AINZHwh7UFvAaLmN+UG6pgsYO8XxMGnJaGOCNNhcAvhGUewHjuHJE7Zz+IOR4XzqEvV1w/jDOzLOk6Y57mbZGt+F1pcd6BFuhtwzdJkhodLuCF3OBHkjoxd5V6FMC0NUE0WXexkIEGkrgZGPtu/sIoyOmnXsQEXGIemDEGNeGEtFlzKuWwlywRG5szUg4/ZqlppKUNqZ+nxhU0OF8tD0EwHYJXW+31G399GUbu1lBW8q84cG/Zf9OkuQ3ReT/m6dtlChRokQ59eXxcSav+/wu6cEoY51YMZt1g9Ai5kau4hACd7STUlvTboaQgRHiDQy2Nexmb3ngHN+GtXlTpEjswoZXYvOmXZ8PTG1AFv7MEJvZMD+VYVEMeTLAHcE9bprY2GkXDmAA1saae+PfnK19YE1hABGsc43IMGlNm2tGGr95/nO0DwcTtXgHq2pM3X9YjYV27JtIjfHvs/YfjQ2CJrjfwuziDgBPwxDGpGuAjWEs/ujndvk2nhwQRnadIjwPL299EKHkhvjEl7r0Bl03FYEEKx94aSAnXEb4LV9i2CcfuEhiF6M7JACpoF9v+hzCRGEE1zXD/0IbRte5zMkT67YuY5QoUaJEOZ3lGy1bc4WInHu8H59Yz+TH//ossxnR3RE28YLFlWGMkNmO+XhEPZ0hpvDOOxpT2MSrvp5rFV6Tt96vRkVTBwRh0ON1su75fUIZUD/DhsU4a+YiDrIuclbDgGKLxsTY5wCQkikRGeTf4fc3fEnZYl0ZpoAFyseAMVjMOYE3tphoH69c0nOelS/4tg81eoOHD82w9hLJQB7gxPgER0AKx4yHJ1KIGP8NxNMPnAnxAlvgBrylr/3rnfo9jNn+GKFkYDubmhQe2EbS0OvMWwfVm+t1Q/RERGogObd962EREdkBlK/xJyO6ibkyiRyVD0PD3xiM1/+15h7TYG0NiuqIKJMlLemimttFtysyZKKv/VndrmfQxzqMUQbE06NsaDuBofyDn1GdSE3OJy9NUpesYOQBPpkbXNIINoQ0aEyPRx992sHxxLNFw1lEBKClHGV+EXSaLy7U7b7R7eY4ut38beg25jFtTl3djhJlu8rj65m89m92Sb/QZ7nGHpuZrCyH5wuPqhzDTxXzN72XzKyFjJZhuDLWYpbdWcfe+qaHzxcRkbYO1+NzvcxoZqyfJc6fM9rF3EcFavMCXqadWOe49nKdy9DZysRac3/nXsMbOoZzvfqzu/X+javHE5TBa1OS9ZZbC/bqCfYLC+4UAHz6RdezM4RXcTeithaNN+oI7n0dXrYWXmaHzzEW1r4pQVUgF3ENAMUPf0EBmZ0jRDQBRXI5+yFBmJuHeRlg3yWLPvONpQpRPIfQ5t/+V1plgWWqGP5OsMqrRtjKPAcB7YUcA3n9XyrXQgGbYFyFcfQGJvptGeFFFGx8/Rd2SpFD+RjdY/a2FmFt3FpWKn5PmwvAlekrsaOU7K9AgxrkIa5hf/opgI1lGQY2mwUbYQPRs4vHUCqjLxO4tRu8lgyxPy1AFw5iflt4UQfW5kJfuSUfxPUOY7/94S+pTgxNBBfzMmmfcSyYetBi4jY8OZ+5HvrQIxcHJrYP3d6F1I2B2WMneJKPYH5Sh3xqnKsBEpgYBR0CoNzAu8UbPht4c0REUkSuZax00JiqEi1LlWH+APSRP2Tqj+uZNnrtW1+hbN07WMWCuszjYEO0xqZ0eCZpM2awtd782ePrNu0Xmm7pjG5vJfPmtK5Kd+3cKyI3zNM2SpQoUaJEiRIlSpQoUaJE+UblhC+tib42X+Oce2Lek06bRB5bLXw+BxG9pjLekx7j5MEqSjSD3iHmaBhEzTtfiHgASPL1lRA7/fBh5smF+qKseUiGK19HzYeOoV+F8Wb4oHacw5dHwLEMXfr/2XvzuMvOqkx0vXs453xTTZkDYQqDgExtQFtsW1G4fa/tVSZpFRon1CvYdgMOiKjXARwI0EIzKAICDoAov3ttu++FlhZFhpAEkpBAEkLGqkrNVd9wpr3323+s51nv2qeqki8MkhTv+v2SU985e3iHtd937Wet9SygA5WviWi1puhF7KM6ew8yv8wjk0ATJ9ruI2AGm04UPXnQHsVGvuvhGpd/wDGFLW3qbx9YV1TjyETdqA3ux/yLoQuNOzTt94OI0mCgczIkoZxnISP6jPG8/QihZXQX9Wi7deQsuFAvTq2Fs20R5QT6xbAxcXkOZOibMYcHeQ4zJgJhXNmvyiHZ5pnCfYCC3bqB2mu4bXR5AKyx1lqpBc/2eAbqNtFUg4ARwskavlD+2tWaM0iZyBpVAON4AAR9XZnaSM8jPdPNmGgmkG3mz6C/hcsD2gVmvi306zCQutsZnonc1trDapw/QITUj3oE3SZC6mDweBrdpmOFtZbjl6HbndPteC/U7Rs3gqwAkWX7mHvrr0vHO6ND6JGxEiUO46SHnMgrPbyRXmd4o2844iIPOoa+6ue+BU89kdl43G1hpqI4GGsr+0uvWuFyvSxigrls+GaZ5E3m6UnPzm0HmV/UZ47d2gL6DA/H/Xcl9uznPv2AiIic/Qh9OP7hZr3ewVvVm7/18bNEROTwPD0zswnqAeOZmaG2MsmvAvPFXIQB+9YggofpewUTGOF5P3g8jfUcv5GtluyOJUgOxqiXWDpUfSdrYmINmMBTNSPKzmRAFzXDUjRzPONWS5hpoMYsmsRaCT27aVPHhDlW3I/cUmrPRls3VqdZdbs4hW6n9pluW01J0w69J9ek0q/b9M7wOvCasO4g9v8vHKH3weWlW8I5n3foNm/bdv3fJZU4ZJ3UCuNC5lPWOezImurzGjGxnUXVQI+w8N1pxKqJcbjmGkRTyDYTPOfMi7UmOnsGE1tzXJE7ux9jdRs8c6tujZrTWYh5iUghCFi3B3jmomNyNdsD43UUpCNHNjAnTLFDW4c+nL5kWzH2CM9vkNNakJW9TOv2mMXFW/VGBcuLphe6vxb6et6m0NyXcMxNKPDboe1en2lLFgj9bxZY36dtkBvWC1kuzYDS+5dOt5lRgGvFsr9u217ucxSDNVZEUmQA18LY0CaBB9+xJHMftHWbCxHvj8ix6CKqpozCqsjLAF3meNILTo9zl/bDDjo2xISyxNgc3x/GVle4MSE7MHPLGyus27ebyLAcXHk12sZkJ55hXZ0t6PZO/+wycnLAiDjqif4+ZxK7j/a0vurn3s3+89g0ILyz/PF0LisJVFwrAy/P/RfRBJ6UDxUUuDe3jPIy7y/3cK47SV8sKgNrK3XtC5uoakHddjpWmr2b1uy7k+LuDoh6h/96t1fKkiVLlixZsmTJkiVLlixZvsKy3ZzWK0IIT4wxXrato0MQCSGRI+CjdixVL3qowsZrQItf/TnNz2zwhv/SxyuKVTkk5tJr9ZgZ0VugCgGoJplI6dladr37+cdq3thhIC9v/pzGhjN/8gUPPY6mp/u95UYlfWjwbv+zj9RjhqD5f+01ipJXQN5e8PCjdu4uAOav+ay6iSbIKVgGYPfLj9drnZgk5Oe3EXc/AmHFf3ikNvaj+/X+H71dr/HOLyoa8rgdYzv3fvfTz6dfrL/tP6LIyD8egucFaOZTz05MH1OgKH97u/aDCPIvPVbb9lDUmPrEvoT+v/EG9eTuQV7trz5O52kLeSOvuEr7MASr4a9j3EVE5lPOtV6DyNXLHq8eCdZ4feU1KS5/HIm+6d9N6KNgU8z5MuC3f/egdTuXLLrvukn1hmyQv/AYnacxYvn/83Wpfw1RNpKddAu4zpmm20DoXvQNeswIzHmXQrdLeFmedNYJO3cEJPRDe8FkB7RxiJzkGp9zl/tldWcj5wvHYJg3ycAI787qmit/AuB/Fd7sEbxie1EDmSVmv+es9Dy00If/ervmjoeqr9sPO4Vu/xfo9u7T6PavLuj2rzndbrar2591ut3eu3Q7BJFBWaZ6gEBOa5/nVJMciPkpQOHh5l4Gijs7hXOBKD4dSCz3QsS7c2yQBTxWRLlZwzKS1RNjNXTu9Q79mTIfG9/TW1RaAo2LioBb6367VO/24Njr4YlkHt6O1eSV/uEHjnE/vd6fQG8GyNF7wcU65zvHialyX63/npzQdeLBmJaLsfSGc1Qvbhqk/eCqA/rdFp6Zi9e07wPoy7VjkC45Zu9vvgjXL/R+t8Dj+rGDesNdoEH4gYekZ2WO899+PR40oN3/10PV9TbAvP3F7UmXJph3eqIGWK+Y+z5hlIeL0DCE3eYffacDk/9wSPxc+nO5irWFzKEzem6cZ2rOPPkmjYsEZcBlLmvK4XOoP57rEfRjE30sEZWxUjHP0XlPePmOkRX0JrBm5kJUgctxYz5YaRUGUltFUv13lwZr/baai8x/pWcJ11iCJ+1Re9I8b4BJ+Jp1Mpzj2aV3hrl8bixb7jMYYJtOVinAn2R/D27NH+Hf/2qXtuHsC/Wc997CjunHsx6QbJKLlvXLVyMCYR2DwnqxD8Ycfeim5Pn8S9Rwvfg8PfenvkGfv0OHtE2/e4Pm6u6BXv/yo47ZuVvggXjdtajfDb396UeO0V+9/xs+75jpyehqHnHqKOYa16gxr8ul28swTlvkGoCurWJI6EAeuyAYRnHFipUFnF4L1+1COBsddLDyuddYtyucO+feAz1hWbPepfsOOrM9uLe1jAJD+4LTbTJHd/iu6/rPjgXvuGe9wVizfBYrVFTGXgwPJbyYy0vpfiRfO86IGNI3YHwb6njnn7/SH5p4YDB+nDUyLxduH2QW6CW7VHfXRnqtv70Deaq4zZPPTXbh+cs6qX+2V3U74Jn62UerPp47VP38x31Jt99/I3LYR6w40fd02rOL+/l8e+sO1iDu41zP6JX17NbM+I2wEVqMvbEF++uLyMAtvJzTMZ5r7u878OhwOZ443TbuFOQtu0fltLLdl9ZvFpEfDiHcIiKbonocY4yP3eb5WbJkyZIlS5YsWbJkyZIlyz2W4OOLT3tQCA881fcxxltO9f3SjvvHB3/LC6XuWPupn/8g4pBRIOWBhcvJKspcKZcTM2MNSzSZeWl//d0HRUTk0Al9a3/ex8/vHSfi6orib4Z5s9C91Vtzddtiy1xBoKbMgwHMUjA3h14wV3O1RbtLIDszQ/eBTCOfpXEh3BXwmyis7Yh8IZSgWIOX4c3P2iciIueen1CcvwFr6Ds+rqjjfAkoLrzAEV7UoYMyyIo8BjNex1qZGFeWlFx2CBMZk4tI5AxjQGQLhSOJFU0dozIL2xMNZh4JETx6F0vHeMg2vPcpd+oYIC/gWR9WxroJY+GZJ5oAUUM6mddEhlrCx0yzaNsE/RSs2YW/6dG55oO/eHmM8ZKvF92m3hJunLk8Lta5Yy4dawNbf4HOxQVEWBtJ+kAyHDJ3FvXGkF+x5EqZsHjXBnKU6GlqodtE6ZZczifVbrPRDpEleVT3dXvpFLpN/WPer9XB/TrQ7Yd+84ss143Ic+kg5tmMuoQ1D4h9g3XF0FynoJY3jH7QO/qBpxwSEZFN5II+/SNnpbaeVBYFngJGC9AL4HOSmTdsnol+3jZLI3oW7YgJC2CErjhuM9W5Fn13j7cVr2MloBZrAesnjpbUS3PuKK3PL3zGrSIi8ugnqMdockzX638C0+k7P6KenuPj1XQb1ucE6s01gd6DMaMxXD79BC6HiOiH3SOwS8KjhKHuscoy991Ae4zXKhyvXJvaWbpPwfuQCZLPPOsvQ///+ml32jlLOObp/03neZwSvbUdXEvdHmV8AKx5WbOGKo9YyEcTkQrK03SFfOGTr5XxidvC0o77x4uf9EJbu8gQ6nPA6HEmz4TVbS1ZTxRdlSTcM7lOmm5/l+r2FvK4vh+6HVwFnuRg5b5AjxV/hx67vNSWdoTxF/S914xy6ZCvVjjNXcJiN4HzteVaQUerecq8TUiFgYcOc1iQiZh5nPj0vB58eFmmqkBIzGDCnGzaDs5DRw8umFRb1oMtmMsH+8m1EMumoLiC6QLbWEOPR4gCGDvdp4eYvB0V8yoxT7Tb5o49v8CAfeCpaoctY8N95t/txvVRh57rds/jyX2Va6J+sGa98Sd4TgB81gjJGePc6//Hiy+PMV6yvOP+8aFPeqE0bDujX1x1AraFXmDWDWd0naVzFv6+8DBCx1il4K++U22STdgkz/wo1m1fXYq55oH1irmJ4qM7ueZxpCuuILsuI3Og08x1ZSSQT2vGuDJPtMacUF8sMM55FRl9mEp98beCA6DXxCW8/cQL0mFeYmzqCdYXRHKFkAx81sidY7IZxUMPNWvX955Z6oNVgsCYkF+HewDGu3D7Ic1LdovcEnzMi/SDO0ev996n7BcRkTX06/v+m1atmDD3m7wH3tOK59uiAhd0u7DIF+/txjOC532KSJLP/91LLo8xXiKnkLvNaYX8VozxFv+fiPzWNs/NkiVLlixZsmTJkiVLlixZviTZbnjwo/0fIYRSRL7pK9+cLFmyZMnytZAQRap5KU3BvDn1NvrU18RYC8SXHhYg20a47rwLHZkp6fgk0st8quEpsNOifx86lIh6j5HP7D0Dy0DoJ7wRUFseQ49S51guBf0h2s66tlPUuxvUzGtMHmvmTA6qPnI8hyt8HWNycJLu896PPkBERL6n1Hy7z1yv7f+Hy1ZwrOYuVZ7hG2MwgEuBQDVzrBhYMHXoesA96b3bmqFut3nA+p45kZQzOSCTLiZ8sgkvCTxivWgSeooKXpUoe+8u5pUScR5u9Idzmsotou3uHPMQwY2zDL2a0mPKCAbXOKsTGJqTcrCyZMmSJct9V+7ypTWE8DIR+WURWQohkIkliNbw/cPTnheDVJNa2mWEm4Jvu3PFgLlRkiwBEVYWSsFkcl9tJRZ9t7MlhmOTG1liMQye0tMnY+PlNXCOcVgMGerrNrmCidpMHmeiOO7Dig0MiXPxEUxQnjFkA98z+Zob9tCVk7BwCJI5jBh+qZ8bSPb+4I0ajjH5XCqU/L4vqNHTDfskFF2jA1vDAI0uWb5Ew4cw6iZzji/p3hG2UKdgnDkMggGjLtAfo/JHv8YMW/SZ1SRzQJilhUHV/bFvnBFWMUGblN5FPwSBoYcVqfCdkcKwJIYqtjAI6yHC3RC3UPmYLRrJDNVwIaciZ6Bux75ud9CBtqShz5DZNEYVYlFIUR/QvxRdhn66EKcBS0/A2FzG5SZ8kWFoHsfb0dmvM9yTxjsJBtCmCno1daEqBXUbjZoy1G7a1+3W6bYRIZluIzxWWCZDvz9TdTtLljNWokhogpGpWGkYV3KOu/Qy1vQNrFXGGcN92YXrEhzgi76F3uGYahGQ8WwuC2XG2JIpSa7wxXIv7QhkOwjLT9GVWMdx/y0YJ6sj9zKPNZZrh5U7477E49w2wTIyZIsj0doU4E5loZto3zyNJwmLGFVZInRyUvbDTn3UJf/NNX0Ltg/LZA1ZqiWkXIkt2B5rqK1zdE6yOHRzirBatGdlmPbOZYRRH5n1SykRhCkNkEptZKZM3THEHPsE9w27PMbGE9ktlBlqSq79+jvX/NKFsZIkiaGvK2Wy+yhVDDLHmETkLVROtZFhJhV+OwiiPpLlFM4upHDPYvOt5CO2lMEyATL87nTbwEYj6NLvJwiRZfmooZsLjjFThix0mYSAOK6r+/uliMgK9OUwy8ex8yzvQl1wNkmEIdFCt0nYR5CVpJHJNnO2Oj6XkCI1RyrPFPetGKLtwp+53bLsH8eGIfY1Qomji3tmibdUfRN2BH6nLrJEoSe2ClYeiukOsPms5BXDr+2UVKqTpFcLZcgIKFq5RgcaM02MpXS6hTJHpuvBrxG0eRDKvw0mprt8aY0xvkpEXhVCeFWM8WV3e7UsWbJkyXKflIt3NPK+px2SIYEv1l1z+AgZqJnP+4N/r3lcG7ah93P8RJzXjZtVQWMERhB2oc4ZPTRq6BSlJ5cb7AAWzF98W2JwrvDC/rwPK1vomBsu2Qwtb8y/BOg93/avNQdxGW173ocBDOK4rnNbJXOesfmPZvRI6t9/9Z3K4Ly0M7EHFyhAGTfVGPiOB2q+64vOYQFF1HR1RsePflTziO4YA6yxdDiMhRXxS0bAG79VmSjPH+i9t7a03T99tV5rypRyz6BMgArm5+4V9Sr/xXfr2E629Njn/EPKOZ7M+wYlLVeySDMHsHRto4HT0aCE85qGpHlFnaeVluoyFOqv/3fNkR1QaXDodDP1p16mISnyPdfefd2/LFmyZMly35Dthgf/TQhhJca4GUJ4roj8CxH5z6cjYnrIjpm879/cLitgtRiGvsEhklCpMYyfZ3xEN1USi1QkNnGowwD7z8yYZkDLbOFADBnTn32hZCap8zt6PEe437v/pRotK8Nk0DzjH8/TNsAgY/vp6SlmhD/02n/uSCfWsAE/88PniojIZqm7b4U+BPTPO79IcrKyrJ9//K2bOAekINjsCd6Sol9E5N+BlIkU7RGN/bGPwoCjl6p1nhfOC46tYHn8wber4XMRiETuOLpsp/yHK/R6RIOGTKBGP2oYJjuBBv7Ztx+2c7eAwv7Ix3VMJkTjDMFGv3wYGhgR2GfzFhLhoY3MgtchjQmJLWiMLRXan/d+l5Y9KVptowe/ac8SuCIaddGH9O+vF90uZwzL1M8/f9oBO3cHBv2ZH9Z+rWPihgtobe0M1gnQ0RWU1PnLp6iOzSY6B/Rm0vvn6l1b5EFh9rFe43l/r/ffkJN1mwhn0/YR83ui2+SxmC3o9uopdHsM3X7+fVi3s2Q5U+XiHXN5z9P2yU4QboUhyHJOOKAEC/cUL9PPBCBDbKAzghYXvoxPI34xEiD8gD2bhF6186AZIGN7CLyXOOc9334If6cX7+d+RNu01dKrwT0FYdMEe7BmvOvbUnmXIfaF7/s7XaPmFp+tH3Qg+4DqDhE5u1cUBHn/07BuM+4Onq1oKQWOmAWb2mBFrzhDGb4f+pTuPYfRLV+uKDmB5+i7/n3pN6MM35quc0e3UlmQX/mMlhCJKBeFpsoWPD4N+NDOWtKJ/dPvSus2+Nbk6R+8UERENgm+sBQH5qJ0lnIN/SAoVpCczpxUDMHve+pEEgEYQ/9HAMn+9Du0TUOAMwMXAdBMSe4DzxjG+AH/v/7+gNVG/uDbDsn9weE2Paxjs7SSGl0PtKNHNvS7H7lSieA2wMwWjRzSec5IFFSQNAleb/xOYr+OHrRT6LZ5n/HbAKDWn/7LI+hT0u2f+Kjq9nE6khnRZCRcBDn1871uHkeFXufZHwTYSGJJajNJIV0YAXV2eVlv+FdP0TbRizhHSTEru+VsLpIyLaH9003YJB/TZ+vQ9OSUl3nFdA9EMGJe3/hE1e2LVjFHDoD78cv1WTHCT/w0FEZHaNuWYS++/2kJxN2C3j/v7zEm8LLTWxptvXFEaCwFVvavT8IkRkAQ+PURhkbohkauwXP8l0/V96KaNkuZ7DQCoiRlo+3zgA/KaWW7L61vEpHHhRAeJyIvEZG3isg7ReRfb/P8LFmyZMlyL5YyiOyoRARMs50xOLuNCaBYjfxHMjjTGKPl5kPFzFNrhgQEGySBE/+CHRBjX7lNUSSFppExd+iAuwE2Pn7DEPA590iGNrlLMuRuF4zT0SpDNWmBMnwpbbS7EFE+xQsQAYoaIZOImpPhego97xD2RMClxktFzRQCssrvSkbcEoCeeozwKhsnpm3o390ste1+O/X8s2DEbTAnly8zVhvYh8nRMNG/t8DuyvA4Wqmtq6NLo4UGioXQ0jY08M1OSTnFNJADvbWy8OmMX6A9sabRC91chwEEEKyuUsgkU1eqOsiC+mTJkiVLlvuwbPeltYkxxhDC94nIG2KMfxxC+PHTXjSI7C6CtDR+YFiULheEJBkDoEcBxBfBqLlh/LgWzlhSg/uT7alMjKv613CeHhY5pweSxA5WdcRKUrhdFteZT2A8IPyrXojRjszRcMadhZiz/ai4O2eRYJZLcAXQO8sf1PE6h+PGvBRyu6P/PvBptIpjELZVLinMMmPJBsbYt+kstq2GS2m8AYQEY7SGpq06g4BTOAX6NmP18QI5s7ASZvh9MExzPiOXCUlPiGYS6WWOQc/gZUgZUSIiu5ivyYL7yIUl0kAsCJPC4B5h5Jg76CnpiarT2Bq6AtYiZ65uV6fRbTbEp37x1oyYLOmaWJgDH+U3gbFMhHCIF4wBjOcSAx9NjV24n5XxwPzt0UFiyYyIMatcHmxEWCF1ewu6vUrdhv543aaDc7Zd3R6dWbqdJcuZKmUQOauIFm3QbmDdmaXnv6l10RjWBD+4H2Nt4ou+XwuZx8W/Fw6Z8zlkhEyTHmICMjyWZZ4E5YpGg54CwJoAACAASURBVH6pI5HkJWGZsyk9IcxbI38C/h65kj6jFYAEJEDjmmR1SHAtB04UWHta9gPDNcS+HknSxTw9d78S4xcYkaacY7IBoKuYEkhJ61CLsR8M9Tqb8Drtgtd0F4CO8dzZMVMduOPYY+h9buBd5MJ+NAx9N0VEpML1dq7p9dYPoFQJygPRs9TN02bd4Lv9E73uhbjgEmyBIfo1w549alz/AucJ10PNQ6YlcJ8IrrAHSytabrC3NUT31AdLK0vQws2zYW84zoKIOa0wb/TqDxbCbzzGY88K9qUB+sEpJj8DgaGi9WXq+rpN06NCO1aWwS3hdHti+3hft5k3Te/mHPvy2iCNa4mAqVDzuQawR2+3Ncs/vNBtpHewxJulPCCXvGaO7SC11QjmoHMjpFQ0LHfE1AfnnY0IDuig2zT9zwLQuAMRCf1hxLOKz8bav/DMQucHTjdmjDajZ9Vy1/u2gQcJE08feTTw7oNnqAUnSGQEgnt2WVKnbRWsnfG9CEhzA5LAwtXQHBY6UBW8r13X1+1TyXZfWtdByvRcEfn2oIlN9d2ckyVLlixZsmTJkiVLlixZsnxZst2X1ueIyA+JyI/HGPeHEB4gIr9/uoO7Lshkq5AAZMKIvFzygsX54618XpA1VN/CX/w4jc1ecvFFr7pO4ZQGLqpg1P9Ax4C8sEBu7V6rf/GhmotxAp6QN9ygcd5k36wJMXhUE58VEKuXP0qvsQyikpdfpTH4cyuKnO7H+H4ygxGp3B3VA/ryJ2kc++bx1L/fvG6njg0QmYjcOcb0NzPtUAs3bTdzKAfi12dkMe2UTXhaMg9B7/+EPQlZniFH7qrjmgxBrxTZSo24ZJzQKebBDOESfPljNLnlAPr7xi/omBTGMpbOJVpDRIZj85LHbuh9gXpeevXO1EZCdEBTK3iUmQe0js8d8Db+8AOO27lkYXzPLWt6P+ZgAKS1es2elITjN+fY9uPLznTdXlnUbXiUfSHvAmgwCVTIQDgAEvrQnaobTZOWl08fRiF7xO7NgUYPgbC18EZH5vJGjxL3c2pkog9IQ1ZNXOOb1pJuT2JftwfDBd0mI+M4day5p7rtctsGZ4BuxxhkPgnGdl1bsfPk1WAOSwU3foT+BBybHC0ugoReJgYNcGrJFEiPtmsOPVMl2R/tE3qEuffPHRkIC6xrDXT3/OW+N+jg1HlNmIeDMWaxeOZNcaiW3Rh899maNFfAU/3+I6pjFaa2qvXYZuJQY9xngnV6jhzoQcsQWej9ibQm7AMyzXX5YUDzSYJ121yfg7Gb4w0k5e1Z5Tzp9y32gRGO/c7zE0nUUXg2rjisaxDJqVrmUTHE2HkN5sKcPDxH0AvLJWPEhPMysZoP8x6DeWPw3JEZ01klYc5oFSD/vBzbwlQox8LfzrA/lmViDY0i41klskwPGo51nk9GxlDHKqzbHfMcqStuo2e/rYySxaYz3KSv2z4EflG3C9y3o0uNj4f3uqHDE4SEX7BCDgBt+36sJQ0b67xt5hnD2tdY3Lf0rhHcg9jgAaCzKYKZl/Mf8MzNd2A/nKT5jozlx1pfriLqq2J/9T5POWfTzkFAmnzsKNbtQT9iiyW32q00JofwEO8a6MP1kw/TNfeKTR3Pv92r14rQxcZFtzVbuthtwDNWIOT/yefpF3PYWn9/45Kdswr7bB3Xb7Fn4pGTg5jyNSS/PvmssZ17cEttgiuPqdu5xbodkElQYB8s/NLB9F0+A9KXGEXaJsp0DBthSfevmcuNXF7ue+KG0E+mBpOI18+9BfHghnyUI9aSOKEdgHPd+r2o28a2R922UmapjRU6PcXa+IBVHXuq0b4tcjvgEj4/FTYqyQPbkvsRPa2MRkttLMwryWcXzzL5Zsa48RL2+7RkGidNIbSVtX9b6MMA68yzz066vY6x+OBhnfvBQjQUS7N5xuEBc1dpwrFaAG0vrm+n4FYJ0C16kGf0mGPIyZRNrhU9FoJ9ihwjTLmgJu9ByMULH7Vh55Jt/bWfRnoJbWOu+6yA4eatxDh1zD/3L1GnkW29tMYY94vIa9zft4rmtGbJkiVLlixZsmTJkiVLlixfNdnWS2sI4Rki8rsicq4oLBFEJMYYd5z6eJHBIFhcNBHVzrFU0UtRtApfDC2OXeXSq8AI56KQifiHQLZUBvnTm6lnswbbfJYQhN+9fieuAUQmkGwC+WoVPSWOoRPHznDsb12rnpbWJ+uJSAHku3Q1EQPQN4TLSwW0eh39/rXLztH7ebY9SxgFCkX0n7kfaCsJLHypzhGgkDownxGx5/Aq0INw+bFRaiNrJOE6zKkjAYggl3aw4uAbtHELNd9+HZ6jlq441roEEuMLxQvYa4koRajfq6/agfacjBZVnBcgMER6mStQAQ6cgsHvT764O52MuSQp64h5G0OMUUN9SqcQQWO+YYj9R+RM1e3fXtRtjBl1OzivcIHaasy96DCP69CJqxuFjUtHlcscVsvjxA2o2yWiCirkIYUth/7Bi8JcFjL7tNBt6stlc6fbYUG3oT/LJ+m2g16/DN2OZ4Bui0Qpis5yiFt4Quc9JBbnsqYciXLwu+WkOHdAYcoEXSY8DJWqkWfvUfAWyHyLsQ70ShO4J4LvijwSo6Vu8ZB1eGWG8KJM3bNjLIn8qmO+Uehds3Fz/Tf7EcUCx/5sASEv4RWa+ZqVJGtirjO8qG2LPDvkw9UucbnFos26wNch0oY5VvQemJJLyqlsoH8BbWFQwgZ068P7Evsqx4sePXo8zPvCbngQnHWXoUtGmIV1i0z3vp408yzp/iyhf63VfQ69Pugt8R25GSxXvJ8D3zkPUcR6ETu3H4tG+hR0F0EXukHqVDdh8zBmuOes668lnk/A6jGzpnnoR6GUyL0kGVnriAwWddvyYcnQyXxRH7VgndSPE1gnl0aMYAm9cz0zrz1frAff9f60PSG4dbtiPW0+U4xQ2UQeYM0oBnoBnRcTzMIlS0/N+cBgP4RH/+/2r6T+Me/OdEU/V8hpBrUd7XJ7Ge69f1Ofj1cxSqjs948RMp3bWxrup5j7Cm36yF54w0bcl+wUY/8/iP17NzbCDbLosk466tJ+cH8yk40FFvZCjT2gYQ1NVnJwfAlSc02l3bewbhcistJJuUXbD5E6rpxrxRxFeM52MifaapBCXxzvRdJtPJ/UYShSxXxwfu8oljuStuB6jDw0dmnopwv+SlwfGL8T8GTXy7QVML5kUXaRThxH234YSbEYVOT3bEY/sNk8CetuDbuXOb2Fe5hISsdolJoRGw3Xfv3z/ftX7Rwy87J+KiM4WFPe/L5uUOgpni90KNX1xfwZ2aCdal5z274ZwMH6uzbV3ijpP7MFIi0Y3VOW+iCsI8f7lVenfYQsy6y9WtNjDd6U0DHCxrURt6ZtXPiQvtPIdsODf09EvjfGeN02j8+SJUuWLFmyZMmSJUuWLFm+bNnuS+ud9+iFNYjIIDFfXY26UWWb4CrGcY8Z286WECm0F26HagJeYDw3c9A+c0ARry2gHyVdQO6lvSXqTRpUvOJbehedKQ7tJ/LDT9aJYu4HHQaNId4J5uis4BiQEV4LSMwU0PfAoUVET8hO99m9QMtxyHpDdkOFcQbO0ypgo9taQIBY7F2mRJ/T/Vown/GrAWiJt9b1i+GILGAJiSE7G/tqeQFEmCM9FRgzh+LAWShGYGzJCbiWlZlI3eKtrz6kXrQauYkTsuEZXEXEP00gyyVw6hsgvF+4g/mV2r+pq/kmUfNQvvFBGqsfZgvIzxmq2w3nwPKacG3C//5c1uTjOYZm0juMD89CyXnB9T93BPpIrxEZco/qJ2vriYgU0O0pcxYrHZMSulgByeu8bscF3Y5Zt7en28HafgPalRQpMY2OZ2xH38NiS6DLfyzpScN1R1DIaw6ox5IMocEpKJnUmUxHLxCRbHO8ujXQ6laTLZtRChj0idUkTv2m14weYupQQ69T17utns+Fn6SS7DsYqq+5FWM+T/0ZU5fgYVmu+Zzr11sndKyH6+k+rJ/HmrzB2oZnFH0fDmbpnAGjOpgbj6gEjBfz0d2UCh9YDjm99x3zweB56FyiHe9Nj2JrOVXQXaxFl92RcgH3DOwkPdaiBbhuYX91zzEngLlOn7tT9Zp5hBEJ2APHiv+o83HdBTbTMKikRd7fxw6oJ40cEyIiA5YygteNjkHTRXoZfd4Y86eZ642mX3un6sCxddRnZ1STdzMs6DZ12dZeRFgMHQO/sXaibdTtDUwwx5+e/ejZOJmzhz8ZRdMtRI55TzfX8oC2fuEE12L9bLbw+5Y2nvW9RVL+5GyuY3AcbtuaW+Wkf21tDJ5RXGYJNsn4BNadFb1WV7tGImCpY4QKnpsUwUL9xTrk5m9qayyOJQszdKfAnj1wTLX0ln52v87xNZif48gzjmQcZh6l9x7Bo8pnuMaxN9+BfW+g47prK5nmxyY6to+5WPMj47Q/XxTuGx/Hunr70XSNB56t19jc0HWGezbtVF6x9M84+knqFP5y5X6dwAKlsbgv+X7yma6EnlzoI7kfoL+lK1nGdZveffKzzDGulpONTc8VC7Dnak6+CeaD2/Sa29jEKjNgDK44iH5xj8GxM+jT0JVQGKGr0+kIbdVzBji2xTy3bh+kDTBnJQ/UeC0GXOOwDvs8dL5r8NlltICxIvP7/viKiIRZvx80hiyyhl52l2jPsf/UYfUQrw6nvWuwP+0CH4EexL0Z84bLXnccNgn6VU+SrVwiXOmh58xwCTepp5HtvrR+KoTwHhH5gCRPrsQY/2qb52fJkiVLlixZsmTJkiVLliz3WLb70rpDRLZE5Gnuuygi+aU1S5YsWc4QiTF5b3/lMs3F2nDeTHpa6aHvyEi8UD+uV5+OtX6B7JI596Wf0Nxuy891NR5ZPpeeUMvVxN8D5j85JlDme1eAhS3fh2yJzDV3tex4feZRBTK1Sx/ZDs79xLwbYwkP9OTq589dvoa22ikpVwztXmKSIxrXFIwicPl2kVEP6ADTeAsyVmIOnPugRo4h+0FvlpG6MuriFLldHVyIZBvnlDZUiJ6Hsdcdy5208s5A+X/3mpSvyHxB5tHRC0MPbsn5cjdKueB6zEuuBMM+2UlRLLoMKYHvA/9GcfXQBu/wz5IlS5Ys93HZLnvwj96Ti0ZB2BM2qV+/QjfxTUdC0M390WKhKwFEKYvGiohIgFFALpUOmcS/eMW5+nvJMDqGxqRzO5xEsiELJaHhwcTjgb+hfjCnPIB+vV0M9StpJDljiJs4iZEY7caC5V3f4NHbgbwJbXzZZ9SomzLUkYXMGWnmDByGQYxx7k6EjHUwOJjc3Xojz8aYbdCLrC7r5BTgYR96yv1IMhAYTDAemKxfWDwRjDAXnkTKa+PCZuj0QohDWZxsUP36NTvxWz+kzIoeGxHGySGiZaUTOAFZ1S9cq8Y4S47EWdLLlUrH7b0PGKNN0pMzVbfjgm5beQuWdPBhIBZyg1AutG1Rt3vU5vhk+NorTLfRZswBww0rpwMkAprg2B3U7Tbr9ldSt7NkOWMliBQDkfmGPidv+7yW99nbpPDlFQIYHcNI9TmvCwIB3MR9yK1+DBdCq3/pSiUDIvBgVZ1m/qHrAz0MjOMeYAwqrmyQlepZsD0qpiFU/Ye69CkoFcNVuV73m5E4+NyaiFC/LYRo/jz6xb9r2jEkNHNMcy06vWUkeCCeavprZeMIywgEWegmPpexbjMcvHSgSwvggtvbjIQ3WIM5N13F/cpOTWWXGP7IwWC5l0F/zEQSydkVILVcnxFYwQEkHwPhjk9HqAhOBRKW6fe/8QUNx1yfYg+ap0ZSH//sQgVjSo8eiQJU9VKUo1vaxj+9XT9JTCUich5sxxWUhlnHIFC1CPT5yHympxBs4ri98tN70BeMDfe81u2HsR92TNyTgaEEG2PhdZt2NA9CKDz+Lg2kg673BgGhtwRN+XXoA3CeKIzfTfDgvfwzO3rXKDqmGGkbBy50tUD/5gwrLwnW9smGCl9yriTAy3Bg3GchDNuTRRlnIF8XuqJ3CMG7YJt5Opfh0ymdAc+9hRijXT7VDKHnv3ONro+DUj9ZyoyHJmDR6zbaAPtojIl86ZVqI/P9peiSXi6PVKf//H87pG1xJImnk+2yB99fRF4vIk/GV/8gIj8XY7x9O+dnyZIlS5Z7t0QJ0nbBWI23aCB784DGN1kumTfGzZkWhsc4rFArDUJ4XGEE0OYZuJNKvIRzw2XKIo1Meks9s3HZ9nOb6dyseV9yErg+mwHEDZ5NwHVpHPhzjOUSf5M4ssJGbqU6/fsDWXVx3TGZ5ukFXuA8EEke1g7Wh9UgpBGOfs0maRsnSFHinJYAmo0TjThnvNGYwTnBDDDOZewdp/cGQGU1Bv3VxfIMxRltNPBK1vjEfNCIC5Y7bqckw8paj3m3OdWPqkwzVBlXQ+jVncySJUuWLPdt2W548NtF5M9E5Nn4+7n47qmnOyFKtHAsEmD4EgDn7gTJBIyfY2OWr9BjL1zV3bZ26MZt2JBJSBEAE91/D3dmIEwbSNZ3G/P5KNNBI2XvOjY5ZB53LKbrYIeCFgWMuAtWNNZqCd/fvEELDl4ynxlOBI/JzoBRIij2L1hDOQk3JkdAxV6hDReALXsCQ2b/mGgmYRZP+66/PWIVxBBAQg/M+yjuzuWEbE2NiAGfqBxMj84yqbF7xcb1uyFQo50oeE/09DBpyVlew5d9IPkAPUeY63NXdPBHMGb3bqZE7RnMlQt3IeQLY38nioJHWIw0one7JHZWPDhBtBtlJkZ1n959y1mXDSi9Wat+5qvBQ74eddtIgUSMWIrkBgGsLgGG6jkrJFBIbTwBBK8sOecIFYTeHKAOWlmGdL8aLygPwTMzm2q/7mz+eXSbcZ5HtqHbg/u4bmfJcqZK6ERKlM/YMF64ZAKds4wIDjzWm+tEFPSDa0nhnilGtxDcoBNxZqRi2PMYZl67Z47kNDyUgAzWXJb0aL33hFEsaPaIkRt8ecc/jFzJgToMCQ9YPGLJqBr9naCIJ3NB5SxZXtJzzgUB1gEcwvW7mxHYcN3DGDx4J2LUsQ8eYHQNgI+dy2ldm3C9JpEUTjXnLEP85eQ20iO+tqR7Zom+r0eGkNPfl1rJskYEyXbAG72KtZakPwe6pCej4RztVn3ZsaHr6nGUoqFNwBIf57myascxTic4j7g+o+YCzh3XDoSBmV5R15KjSs8JIsNaZAfKAJ3APjZwunZupXvMeUvYd8caYXDESjGRuSiNq5V2Su41ERHZgo5Z5TJ6M939GDlm3j4rF9cHGwk0iiR97xbAxrAANjIi0WUEWIRBWCAbsowTa2s6hzxtlaWE9LtLxJRA5txBlwRE+ZuV9In9+/toOnsmcYM5wMYp7JklEnclXj0zbujZLAr/hInZSWGBNBInaf/w3RTPG0s2Eefz3mfTLXy11ZS+yUbeRkLBHhHTQkoNxzrQRY82Ns67PmlBVMcyTmGhf6eQ7b60nhNjfLv7+x0hhP+4zXOzZMmSJcu9XqLEEM3jZRu830dghRiL4UIYNusBdn5nIfsk6wfzsrFv6M79hsWahAxBYyi6JWDiGj4PdrhooWCThjlSYpcuJmnTrMDWyZQMFiOkkRUXwstE0rhYOogdy9/xtzMAyQjPy1jtSjNuaBakG9EQspcIjpfZlzB4B/4ci0PF9VmzmRYErSzn0bX56beALwZmEPaYIoPvunm+G74kAWgZ1A5YxaSRBdzyowmMnSL6djEcjm2iIUYvdOFc4QSVpCv6RlyWLFmyZLlPy3ZfWg+HEJ4rIn+Ov39QRA6f7uAgUaoYbfepmRfgcs6efr5y+y8D0Xr7FzWviwXbn37hCRERGblN/C23aHz1OijUl0a6Uz3rfC3hwELzr/+8UpEPHeHG0y9SVwvzHd50nboxq9BH2nrs69y0ccy/f4jCfjuxif/mpzVWe8K8Mb/ZLoSVkc56FbDq916gbfZEIm/9gvaPsfTPvHCMMdH7/9FNmkMx5u1cvQeWkfih+ysH/fKqNuZVV+3Bwfr3RY66fQMesjuBhDCfhHm47E50FsEi4vPMB+uYNPCkveOLICGB8VKM0rlzcM1zDliL+v+4UK+xigobb/58ghJbeKi/5wLkc8DCetuNIDDB8LH497ecm0oYbAAO+8idyFsCmnnx2SgYXuqxH7015TXRwxmnML4Xwsu+XnXbl06gQU9kfgbdW4Nu/9sLT9btP7lpGTfWY7//AugNdPut0O0J5qg9hW7/AJ6H5TUdi9+BbjOM8f5Otze/Rro9vQ/rdpYsZ6xEkXYa7e22wvO5q05rxr9CzuBheBduWicQg+gMlvZwayFLZjHfvWKOKXP6cOyU+IbLR7TUVUZjMdSazgw6KBwwY+/gBGAATtTo0BglfQr8PfcgCNabmiXRnO9KJJVo8XbMFGvdTrilvvtBup7NTmjr332j7kfziv1O/WM5v397trbxrB167uuuVT4DghMXjU5hkzQs6QXgCfNG4rfWuRtb9Ide5+/Buj1FZMz7bkXkCnNPXUAc9yhWp4o15xpRN/Ao1Y6MrsMewjJu81r7R68lcwZXsU/efy2dfA5uftle5AwOdZ6esFuvcRhRNx+7Pe0t3BfCBEDN0G3kIhIkSNGVsoalfgSz3kdjDWkzMokVYFKEp2sEYrhZmQaH+zptBHrmlliGBcq4nmqqpDbTmxbvGmxMQKMD8ABQ1qEPNpYAGyvUTJp5g2bGVBNEKbBkGT2uzDl3zy5PZwZDSnUhAEcuC+n1V4/BPwDAcb9nCaFkVqQxsVQX5rLW/B42VmTZl/RaZuR0oT/mRqtjqSpcO1wbWaKLASO02wwk1M+xZwwE2FjDdmUJH64DHebNqhu5+l+FrXkYR/SzcmUFRUS6uVtgMAbU8bjoST6FbDc+7MdE5AdEZL+I7BORZ4nIj27z3CxZsmTJkiVLlixZsmTJkuVLku2yB98iIv/nPblwEURkQPY0xLG7F+y33aRU+BXiueOIJBZ6zutvUO+Uz8MrgXzUQIPGE/3t96/TY8m2ybCzsWPXfdP16iUh4kP0ksgdabq6gUcFmBenv/3+lYoQdswbYxFisvL52PCWeSn6N5GJMa715utX0SfP1Mf76Umv/byymbUtw7OAJs2JJiU0jvWmf/cqZfcjIlIsxLpfcyzl1PF6NQp1k4ms4rwBIOxc0WgeOweK+eard6LN6HfBkDygVA7Z4j9ZXoJj8/YbdW7o4fJlH4aY6z/+HEonMI8SMXJDMq8BCfrAbavp3CFzLzDnGNdrDio6PCVq5QqVD1m1vSKC1UeJrAlnvG7jqLvUbaJ/+ht1+49vWEOfnIeg7COBr7++r9sFSXmmJ+s2U2N/7yq0sTq1bn/2Hug286DiqXR79nWq20GkqMTG0xDn3mFci4L7K81fw5BYFx/M8zlezBkksl7CuxFdDjTR7+mCZ5wRAnND9936OVjQHSC/W41+DvG7z0kUrOFkViUDdZEoLPW+p0CwyRRpjwbDdplS7pkVQ//YaPmFOAcd9kyOFh2w4AkzVJ2lY6qU3BWhOyzwLiO0n1xYZJV27iZ6I5jnTnTfumWlaFLjbD74bPQr+BiL7GTq1wAg8JF6RcRfj2FEURF82yiYn9D/pVh4ZrRvTmF99FNRmMdioyHJVfr9r2/V57CFHg64tmN459BTceHYEQs/P9lg/hkL5iPq302PnYsN63tTWobcM89xmM5pOnpYtf2bmNiqSk+IiEjJHDuXP8bQDX4VMJgz2gpWmiqN5Soe4wbj9Y5rdT0bkrSL5Yow5o3TEer2H16n67Y9Fwtr8tVHT163BzwG/RkM+Hyily5Chs/1HJwg78K6bc8p8w+x8FTOux7BdUBuERLKHWRjuYw6oq85+AOuOoZnCeO6imcuYMw2wUnw4b0jO3d10C9XxTzc/3lAj9kiS6sLdy+FBGmc0wUdikFiV0qEMo/plW7SXOxb1zG+DfvrmI5QTPUW+S/E2yTY+zmRGPsNev3wPDMv17eZXnyO9OnWbV/RoMM5EYvIJtaDwbDfb1ubnQcv0uPJXHWrYID9mPuzWydolDMaYk6PK3RgUHEf1Gs0bg/g7jZlAi5zd3ENmia9c+hNxHM2HCD3miUc4M4Pjt7anMlQ4pbpEGnnxf9PzjE18nFeAn/P0L/O9ji3RkMfGRUYqfc4xNiYqRLR73GYH+bi81oLLOmeBLBkbizHxjEnn0625WkNIfxJCGGX+3t3COFt2zk3S5YsWbJkyZIlS5YsWbJk+VJluzmtj40xHuMfMcajIYQnnPboGKRrg4SKaKZB60maPqNUxJt9A9TqgTuRq+FQsUAYg6yhgFXmQJQCEJ/9yAvsUgqYIbGsk9gS3TcvJlHglH/A71oiCMSNOiLCXe+4yw4mRO0c5mnQG2VkGkQ7+wiQHgp0CKjNo3YhNwNojdVKwqz5ybO6mo0OJOs03rY5xLHw2jjvCnPaWBZhGQjydQcUldtd6x32OuSHuSQt+kO2wqGhOGQmY18cKo1/toE1OfkD81T0zzBLWMoE83QRWFgJ/BQV4+bhvWk5Ri6vAiO0D7lJNdrC+aST25dFYJ5E4FR6Fyo6kXX7dLqNc/G91216BJk79Gjo9mRBt4lSe4LEfy7d7qDbTfj61O0gQYoiGIPlqTBN8+YTNSUbJJiJL1pRHSOK7Ntk7KVzovDwuIkee8c4eVwKsAnSG0cvA71RjdX0S32Yk1kU+jHDeHFd5XPou0Vv9xeOg2EU9xlAAVuWoHH3ITOmAf7GiqgXPh8s1gPvyaZHissFTq6gAywL1DhGzFvHYFakN/ak2sPR/V/lsiM6uRcs67lT87jp757gPnUI1+eawFrQzAMz54jzopH5diFXjU3roJ8XDRMVZok8KYsa4WVTPRttsxvrm47DS46jG8vl73sHO4/QW7Jov4tlIRJZ0xkekq2t9PyP4RlYJqsuoh1sFwAAIABJREFUdIN6tAuez4HLwdxixAM9BdDts6DKDWjLbzyua1XfSRZ633F4WRdyjr2gctEgFSIP5tRBdJa6z8sPsbfctD5w5/JGeo3kFWIf9G9f0YBezBJ9fiRY5tex/6wL5wfXcoU+ByxL1SnPxgxjvncCFvN4inWbUTt4Dpawbn/+oJ6zhnV7X+dsEkR1cGllPiUd44ySaNDBZjO1cT/WGQbANGD3HTAXk3l5LvLnOMbx4lUdC9pjy3i4kHoqy1zP5+kZCEP98rrD+nyO0d+GM4d2FE55ze5b4vO+YJOEKGXdWVRUhf3jsFtLpqgmMUCe6Bxr/wwRcxfCk33BntTWDRzDHMTxDLnBzJFE5M5h7Nah8dE19MayX6det+dOX0pZWLcZzWNDgUgAeKtvdnVoqbuMZKLHkZEgdMo2bp2oMF4dNt4LlmjzNL1rjMy76LymuM8UbY1YJG8j4QzXR0nSLnoR8eMVhzQZ+X7IL9508ybmKebGEfyH/d6xXqyvhsA1mWzhZGHmWsF+uVbOUTj4goHqwRBjPbIScxwARFa4XG/m294M1nU60Tu7PvTYeVoZ6WJzfXJg40my3ZzWIoSwm3+EEPbI9l94s2TJkiVLlixZsmTJkiVLli9JtvvieamIfCyE8D78/WwR+e3THh00H4f5MwVQZP9GT4YpAmZ8G6+BhL7hicdFRGRUuld5ovvId2gRhM4462NApp/zj2fp9z4vwGLMiWwDQbOcGMZWu/hu1mO0WlZ9diyynDEO/FXIpRARKZiTYTkKRNrhcVpAO0QSMrIGlPTSbz2ibQTywzbT6xZcTH8BRJIx/Vs45tl/d66IeC9tul9cKCfAgvcv/6yOXwPkLLg5YD5MVxPBB+6BQWLeCFHOyteSBZJm3/BUg42Ajkm632CsB73hEh2LXajpxlpzTBYKQPFnDg3bRPuf8/fn6BjAazkCahzgEW1dXjFrZ3ZAIEPjsTLJui13pdv6+6l0e7ag26/+Kuu2LOS0nKTbc+h2dbJuh69X3ZYopXTmtWoJqTumanphDSAnWzIg09d/s5LK71hyuk1mTuY0ApWuUV/4yGH9/hkfPc9OaTC2zDnmfWuytdLzOnF9QB3ftYq1qgm/M1+Gnqa07U2Rc/nyT6p+t/TEMTfK6C7TbXgdq8mHzxHOfdu3HRCR/uZaWbInng3miqNfFeZtw3m/n/Ohc/BdH6E3jyseOO8w/71rNO+5BQPlCIg571uVZMBN5yQWaeifzS37iyE4OSU+DYsFW8Dbg3XkdU9ORQZ2rPW9kSVrZJKFFWN+wnk/n/MhxcojqXS5Ti5EuPQq21jb3JdBJNTJaz2EXrWDpKc1vCecX2MVxXNy6RN03T67TN6oOX4b7gZ7MM9Bre71I6gE8CFdq8Yu/IT5uLaOst1QPtaB7sbpnAHmb2o5+XjeqZPwGpET4WWXp3WbsgmdZ4QMa7wnb3XStzHY489Cnc/f/zadT3qW5+BtYKRH4dhnA3N/4Tnawp72bOj1mPm5vXW7n4M9AS3rL2HdniPSSAq/buPe2Fsq5gjTC8b9F80Zugin2RieTkYknOTxRBdcnvROKNEffctRERFZWTKXkrbZciP1s3QRThvYd579/52NH/kBRndG4DXpGSjr/vUXXU2xizI90Ui5xrUZEUFO17g/tOah1t+WESnw6sdoxYPzdm7aOSwnVSPUqJnoucurWLePaF9+4DLtS+P6SYZlrtvV6dbt1aQvK4wu4xrJDbntr9sT7Ju/8smk28xf3prRmwdPb+hH2/h1Yo4oq4Gt2wf1nK4fecB1vHDhX8ZJgHHchP7/2P/UigYHWFHERWPZwooPlCCW37lmDf3lc+lCRMgHYfZQ32tpfzO6zW27i6XleI6VXyNrsMsrZkWL13+LPuc7l1hSDM8qo7UCPeXpuVjHuv4DH0JVB+oAD1iwhUSS93qRHuKuZLtETO8MIXxKRJ6Cr54RY7x2O+dmyZIlS5YsWbJkyZIlS5YsX6rckxDfPSKyGWN8ewjhnBDCg2OMX/xqNSxLlixZsvzzSRCR0HWW7Gb1KMvQP0gSYh2YJ2YHIMduUrhT4OWz3Brkw5DJtoYXYO68C/A8rK0wIVyPmQIdXwYqXzp25Pk687T1b7Jn0klXA1H2tQi5Aa4O+6j+ceRpMae8WPBu6HfwiphbHbl0wLhdYIPlgdHLzIgGwuH0Chcu76nDeI2Ye0UPAMeYHiTnTScDdgNvIL2jnTFCn+yuMfwbCH+H3CqygtKrGVz+mXkFLT+17/lkfVDn1Ja2scKEIpLyCM1pigGr3WBH6F7K1WLUCK5p0Q8uisTcZMX2oPssWbJkyXKfkG29tIYQfk1ELhGRR4jI20V5Ut4tIk++i3NcDJlKdMnz58EYYcjk7RNtSjtlYWScU5xic0V4AAkwmNRdDfo+5toROuwcqVkVYSWcmPWtEIaHLLk2zxnGBDf6A3Zpm0nZ/sXj2ISxud/vrMSOM4RxcPOGEmM0NCzQ5rMZluTiFe4cD3v9rBEmxGGzbZuhWC5GlIbZDGEXrL3dgYdhBNuvqJPBxrIELC5cgITgop2gnR9qf46uJxKefaCVLxEWdQEKZ7P48MEttLlaiJERkQKhPUMYLVOM9QNX1cBisvneDZfQT7YIlG5oQMTAEjEM2WgQDhdcEjvDH2oYuoxI2YM2M7Tr0HEXa8sC8jCCquZkqyfr9n1BtxEWTN0G1f9FuxjypP05ti3d1v59Peh2lixnpASNTpuv4yUYS0XpQIKHrChpEstU3Lypa0MLmiGuN8HFSbP0TIF1crCKB5HrOB5iPsO1K7nBsFimjzA0lGG7Aftz6dIQBPtAgfV7RLKfYX/dYcz4wIX2s1RIHGjbJkZCh2N5oLMKtwiukIANIb6MWDcCKhJEuZMJ6sywFoHjRTqwNo1gbxQuXNdKJXFtwrZz4U4SvOkXh9y6fcDWbf3cjfDVGcPNxwyhZlpCut8Il1lGKCrLtq2h/EiFv4/6MiTY15bPAkhV98cxbCJUFXtON09xpSVLgXEPA5p19rLuEzOAZMccgDcoGPqJ9I4FAK1to2xszKWqdGDXN/iDSwWDnjJlyMKEMX8X3A9kgG7P7hCmX5UM86QNgrDanQAsZySzStDlLthAkWAjGr2MMFeCjfON1BmmKXRzPjvo/5BAHPcvjLsLKx8wpB+6PZv3gcMB1djp9ibmdIh9cUQAlikvDN+HnroKQlaOqqVNYtHAGAv+7VIqKobhkwAJD0SJfjRIVWL/RVJ6ClMWSDxnAb8Y85b66erTsXQOw4MZ0nwWyBJr6N5Bp2sTZj6wfBwIFklIOOBAIgUnOBtiMKN+LqQZLBA+db1SiAzn5hd3T7O0XU/r00XkCSJyhYhIjHFvCGFtm+dmyZIlS5Z7ucQo0rbB2P2Yt3JXtdO4RVbMVeKe4+rRRvME0kiFccM6f2TOdfvVEAloO7CfTgEQzMAmG7CpDl2eEQ2UEkZpB2/vANdi3eDojALYlbJOzzA+jOmYh/aGoG84ED9ibmBL49XX4F7CmRVzSpFPyC0YBllwIANfMmZM4yOTpLFZwhDt1ebrGzc0/Gb23sN+uZcnGrIwoug9JahCw8vXYSS6lPy2fHmB4UkDxdHlMsWRBnRJ9mMaiTSYXZ7Uouolc4h5bswtK04+KEuWLFmynFGy3ZfWWYwxBlgxIYSVuzw6iNbCnfWJfkLtdhNupkQGiXwia98IBlxhbVkoxRDAt8wk7w6ZzUzCLt3utcywKSa8E53D9yWRL082AfQtADZpjUSJB2Cj5sY5d14UkqhYOBMMHTMEcV9XnJdkJty8I9rWzVjEWo9jyYrCNbYicQ8Q1gZGWI2/5wy96tHL475A0hp4BDfAmrM2ZDJ7QtBKGEo0KpOBqL/T28dwruA8Zky2JuU2EaAZFMSMr9IZIECOmoKEPZgLWFAMIyxbGrPOHXVcUaIprlvCZXdsvW+cRUcvz3IM4H+QuMh6kHX7a67b8y9Ft0FctAndXgXaf2rdxt/Q7XZCQo/KjcwZqNtZspyhEmOQdl5Ih7pHeKRt7RAROYhyFTOWBeGaRIImvOi3Lly+wnrFcjIsT1XU/bXCvENDB2QgoqLhWstFC2suw9kr7y2F14dxL8v0NtE7Rc8Wvp66t/7WSPZYIo3rdZ/Ax5ekYFkahqDTUdhOUeZkgbTKM3yRnIlEVhGlZmp4c8iTVrmoIWsDFqkW+8MW9sMC63bp1u2a4A3aNoI3OuI+BUkF0a+iTXvZCttAEhxGnzHiB/usJzvbiVIvUxzUEgxDA8oObTVyrHTuGCRYC6aBTEm6hb/9OQaOsf2LoEwQdZNDB1oMrC8DVSEKiV6whq7yIdvI/rtoLG5Z2IurIfYfuBVZ4quDDtYOqFxjdBTBxhOYg3oBbPRm0whtxBitEqzj+MLmmgAw23IuZ5YOIkhGzyfBLEZPdE63mYpB5yGJ4BqmMcD2qpZht3m3KY5hNFS93t/3ubcWDrSLwjQPPZaldKYkziIY6rzdBsQaQRjtMvQBHnN6a4PzVLI/bAsjRBg5xufPq1NdMcoS84TLmV6C6cnWiCKNCVNP0hATpeRf/IfztLK9fVz7LmW7L63vDSG8RUR2hRBeICI/JiJv3ea5WbJkyZLlPiCxKBITKQEG9/vixhPNWGceLDY19z5MQ7BjGHdHw0nPHY8JcLnNDAbFbajFV/LFAQbpEtlLo8uDRRuGxryp29sWkRjzGDrDBUbHjGzLNHRp+NJ49SFNC/VR6WWkrUFgplxyxofVMu4fy8jPpkNdVWewsN4y6zsb8yYaNTKmYxfexTAystpyfmjkdwzrslOkBEhC7+yg4Bx2uAZCQnuKwPGBUW95yxgnXL9w7nO+9AXcj+yksSDTNfrtDT2GpdL+sZcJNMPmwnn2+Vv2uGbJkiXLGSXbZQ9+dQjhqSJyQjSv9VdjjB+8q3NCENthamFce/r9IOizreqCEUVgE5wwpjptYEQbiGARORwAkeyYOwjEaew8PbeuAxkkyQg20CE25imOHThji7l7RGX3brKNRFGANKGJt2ymQt5myJxUVF7/cQT5jdH3DyFiDQtbWzkJ/X0eSDvNmH5nEDDfAaQmY/RviwfAiJg6lJFIK8EOlmE4gvE7dBj9cYhWBSRmDkPwZmV9F6al0LtGw3fsQvHm9BxhHhug0vtOaJtolLUuF4NdJDlHASuPhk0FAyvSS+U0ukPZjTk9xlYkmxATxtOhmh2MYBbUFlcShZJ1+2ur25PT6PbMTT51iYZrxI0O41oHDxNCdGi0lUrRY285Ah2j4WyfZ65uZ8lyZkqUQqKUS/DkMdLEua3WSbqFcA+CGw2ADKawd1WKSSd5WEn3IZ4tpjlaHj7Wv/EkPcQM744AZLiu1lhDJkiirafpOV1iTiwiX0hfELC+sDwYS7HN3frGklkVNwJ6sMhBZnmPzrOLcWrKPqgziv39oiW5lvO2Be5R+G6CG1lRFdokvrwL9wzumWjLUXhcD6FclweR6EXkmnvbMf0cWPg59iOs71N37pB5kgC8uD6T8I3RUNHn7rHkG8atgku37TQHgIBdDdApNCnaJRaK3KWAJr3WBiO3GKE2SOeQ6M280FUfjSmKQobLIynhdavBfjbv/FF6Hy799JgnAO9kMGvI8nuI8ioJXgGE3IKBQ+Izn0Zy+1bdu36sCTbqOTPsRZXTz5EBXPSuMwKh3+96QF1M++8E8zZaMYNC+4n+UqUL97ybHUPSONgVSwAbS4ueo52TBrQhABu0ny36d4QAIvkD3ZgQlK1xnxkjOXCfGfSydM8foz0YjWDYJy5Lzzk9pLNeuSpGTqD96AfLApWwp7wVUNGbPGF0FwFM2kuIPoOuNQ4wbVnGbSE33yIFbBy89xmfJzthTyvbZg/GS+oH9cKhCCH8cIzxT7d7fpYsWbJkyZIlS5YsWbJkyXJP5S5fWkMIO0TkhSJyPxH5f0RfWl8oIi8Vkc+IyGlfWgsRCcgJI0V/5RCuHcM+w9s6kMNiQMSJnh5HGAE0o0BYUUPEZUpGNuQBwilUNu6N3tJFgPQQNGFRbKCCDkSV37jkmF52ADRlQk8MGEiXgEagPbMueaOQOiMv/6wWQGZuW81yD8w3dNBCbfHwXa9NzDeoCfUSLvNMb0KvED1VGDcghfWMCFfqXwf0JCJBhux0r7xECwvvgKdno0n9IplGQMFpTmCFsMAGTIvMx1t2JSmI9DLPpi6IBPX7ULvwvQhkmfmG9E4WRAEbolNAyRw743yIeTL2Pb3fzh3a1hHUZt/x1D+2gcx7xbKPiVPJuq2fX2vdJgpezvoosohIFxZ0G4jg7zzxgIgk3V53uk1gtUTeFAeSOUpkEaVH9IzT7RCkKIPl5aWEbXeIIda4Jr1PdN7AE9I5JmcOQsEyNczDIyEPdG/k2CCZ+ksmZRsj9HcCVN6TKg126H1e8egT+vcIKD/Q4xlcDx79npc6XiUoqelQefmVyyIiskVmRU/Z2W++wd82vsxrdkNgxejpAWATAsvMoK3uuW4x7zUGg6fMoKgRXryZy+X+zSceERGRPehXwVx0jC2ZY9tZOoeevQp5hAHPE3MS5ydh5UnMS8EwZBzC/CwfHkwSqsXUJsuNx3HdAjO7/tj36lhYsM2Fa9upithHkaKLtjYy/7GZp0lawvNQw6OytYm5x/M+RF+Gy8k3wet19Ch1fB51kdxCch0ZYGdtyktnHnrHSBFrLrxUyJddcQwib/iWdb3+UP2VLdo/Zq4rcvfJkDv2XAR4Dn756h0iIrI5Yw5mP/InuAeezeWaXi3Bm8ccQazJkSE7bhrIOFrivgNEdoQR1p9pXDxFWkSIRPzWYMx/75JDIiKyE+zBm5OhnWPOWeg21wy6Qtuoa2DA+rO64p5/5NlyDwuWv4nnlCWVhumcLawVZF+1XEe4Kfk30yIKl7O7At1JOavYS6r+WG06vgHLOWZ6g/P46cWClNXAFCiU9JinQ+hxp+eT/Wrp7bO5cAz8RpiGNZgcHLQnoPwsyeUdwNQ1cjw0zN/kAot1e7CWTnrFo3TdrsGmH7CnTbFu2xK8BI/5NOn2Jjzlr/ysPixbzPVkFAE9ks7TGqEfE0YnWT462PuZJ8uH3PWPXlpb89fYRuwnGOfWRwRIf11qsfa/9GHa77NQBmHVhUexmsMMrvEZxqSsuf/jPpj7kdsLRvCkkvjOthw+52i6z5lvGx5b9u7HCg4IuJCWYQZOxzp6Xe1Gd71mi7g99BRr9unk7jyt7xKRoyLyMRH5CRH5ZTTp+2OMn77bq2fJkiVLlixZsmTJkiVLlixfhtzdS+tDYoyPEREJIbxVRPaJyANijJO7PCuKxHmUtuizfVUOqnjwTs0DGAKJ+cRRoI6s1aRAtwycZ4Ix5YZgtWTbxBu9IfV9VJ5tEhEBCZ1EephQ/LCsiUyn+z3+Qu0mHWJkOm1R7Kc+DFRwSNQ/1bIkeYaRmhDNRL5BMQMjmUfD4AobdGQTJblJP+eN8FEcuLEh8kmQBgQmwjqOqB9VO3dUB1SmgVctggHtfrW27cJdQCrbsZ1Tw3EzGzP/Tv+udum51QmcM0TdNu9wIQpEVJH5mUBzmZNZDXwbIYB6yCDXIRJ/UBLthKfQoVRb5B6B96fC9c9nnijyc25O9SBktLqQp9EsID9Zt792us3VaqPGudrG6Sl0u4XmtAu6fSFyzy7YiTZ3lhkrIPyUOeqxtiSX2YN2ULcHp9Btwof3Zd0WkRiC6YSxGHrGxYU8Zua0dEb4w3wWB0sTRYW3Yg7vD3PQ6Nli7TcRkSkYJMmzxLZarh4aEJx3tsJYP+SBOqdlpYNQrumi1cCrIvtcnpE6naTDRLF/87n+QN32uTZG+oN+GSskv66Yg+ZdD/iNeT6MgqCnnDrepf6QNZMI9lLJnEfoQ0XPaBq3h6Pe4044oloU3ltZgedqEw1ZdXO6BLIr5rXvRr/Qv8bKy7g8O4sC6OuQVa2BN7io0yJQsE4nL8NoCz76rDnqPOEkh1pwUjjf78neQSMQa4secB9ia6RPJBwoXETH43bpGscaxyc2daGe4JghPISVW0dbrNcVmeHJMI6HqMRawjrKhdNxeu/oMZ+CC4FrBHMly+Q8kfMuQE4kvFvdMjwtZEu9Ed4+eETjOJ0c4THq6AFFGyPo5bluN97Lh7Wp4boNr1Rb9tcqK23kiBNKeGMaelqQ5xihz1OM1dCt2w0JvpYxjmCdPQ972IV78JxMZ3ZOBS/X/ASeJbLL49iC6zYSjedzrytkhMaYY18nORxzbENy7MpMmC+M54/WMNrIerHU88blw3JfK+A9DFgrVjCfcAbLcRehQC99sAiOBU+rBFF/KHgOWvYtXaMS6inbxvmD7mFe15wXmnXBA75rsG63HSOeMFcYo0maEvvOdK3gXo1nvh9AJiIiD3mQ2pkl2JmLHYh+YZmz/Ri7PVj/TiS94V7VzFf1Gtxda+6t8Fj6fG3WdKX9gvnspv38bKuI4dZmBq11MIvoXR9iT5vMmR/v7BhMbov7FjCrH36W9vd8sBRXLhqjehD+MdeDiwNoCz2fuH+zi1whLrIF/4zQiwaDniqLYY4kCYISpMDzbeR/tAkW1mgfTWeBR9tcs/WQBS+sKxN3Orm7I2z0YoytiNx+ty+sWbJkyZIlS5YsWbJkyZIly1dI7s7T+rgQwgn8O4jIEv4OIhJjjDtOdRLzR1gDjWx042l6wz4LaOJu5PJdfhi5BUAFmBJVOAS1s9pHiE9nfD4C80fsTsf7JsTiJf9Cu7FxTKGC/3KDxr4TTSFzXuuSPuuXAhlkKQDR9/UGOMvslUBgg0JMs5iGk7WrDKlgTgEgi+c/bEPHxOWcvO8ORXaZ70BGUCszwTh5tJn1rLSvvH5/jIiIs4zBf/qGdTtngLa98iZFpwJQlgEQtMEG0DEfY/8LQC0NudMxKUQTcOZv1PstT7WfJ8Ypp85S2ZgHBFTqVy45LiIJdXvl9UmtWLuyAzJZkJFvFV4oJFiaV8x5jwrU0uo4oEA1Y0lvJRE1SecAxpkTZVyoVJ91+96g2+gPdTtQtzfSOXBP/M4XF3Ub3r11IM2l0+1X9PNUKgG6Cd2evQm6jRzMExOn2wQX78O6jQsaKyZ1o5+DQoZAsGvye3pImDvpvAvM2aMKk0WRXkw+B6Wb8zlyAh9+tl53F7yLnz6qelSxJtww4cTMBx/8FHRJONZsADwkr3E1HtHubsDitSzLwkGAzrk8y+QIhK4yP8yYv+1IO4dwNs+lR4VzUOO+c5d3Pp1A38Dg+KJHqn6HkY796z+juu3SU+25GtDTv4TvX4JnSPjcJ+y5gidh/mp47TG2kZET1G2Xn8XIAssDh25tsS30Oru6nfRUdP2hNU8G8/uiq/3H0KEY+nN4Esuk84JEy5/ve4GjBBkyzwt6OnLREjtWdK1rkMtqDMMsxYP8Ll//smUdbXoesdZ2iESiepLptHaehAfu1vVl97Le71MHuK7iGcZtpmupkeWPYU64JpiHFxFVr9NrLMFNNivTAtCS3wLr9tR0UP/xrIdqnux8ltbE/3cfEmo5pvAOcQ9oyUDKvLhJGhtGEjG/OZCRHmvDCAP7sw9L6zYjiP7gVr1vUSN/lOv2Fvo5Svepf4bt1fnjXtZh3W7+CM8RogyOu3Wbjxufxw79fNk3KecDqAPkVTe6dRt7oUVFcM+qOW98frB+en4Gsh9zv0c3mEs4C/T+JT1hOi0jbujt9hJjsH2Y4+0DaagFTPdllJQU5GvAfuw8vB10lmsh+SdYjsxquqI9oUk2yYPP1hvtgW5ddWwZbYMeDbj/J/fsyNbtVXyD/F/mV74GObTss0va7ZDDz4oJm5gjDsETL9D7TF2p8xtOqB60jE6iD89c1bgP1KV2/AkcgwHmlpclIzi94w/bldbZESI1blwnM7V+rtnY055y0UM/iKg5Ye32GfqFyLjXIDoDNsTY2TMDq1qBL7Dx/8yj9DnfiX5fev2qnTMBuzk95GRXj8bQ3c95jS7SyZLLGUVnazb6ewpzg+s21+rFNftUcpcvrTG6InhZsmTJkiVLlixZsmTJkiXLP7Nsu+TNPZKg+SsV0GPmMvr8kUObeuv9QN+SEwgeHqKtdUJdO9Z4nCv0Ycgtc3yAMhBBLF308zs+xxwlMhUCHYKnokSeQ1M7KIYMiEQ1gPFE4HMV2PDmRK0Gqa2s6ejrGIkkNrD/vleRp+jcGFZcncHoLJPaEPEFOkcIyNU3SzklyGkheypgf6L/77o5URESJengJSR6PkQ+yRYQp+jGsQCmVGEM5syxxN8NvCVk96xdvbEJENYZPROAXt550y69LzxLwbNHkt0OkHXE/cuW+TEYkyUOXpqDgdURY//0t/3HtX8T5rN0aRzJWFcNkN/TLDwiWbfvdbpNdXnXLcvpHObUwDNQYDyHyN+bAhVuXd7PHMpWYllsRJ8V6nYLRHmCttaOIXdSnAG6LdBnIsz0iDpvlBFlwjVBpko45KWkF9d5ywpC/uwP0P2CDNwdx9t515FDdtuWnnMHWQ0HfQ9Z4bwOLbyMU2EOOZ8H5oKiHS7igPWCI5N2oOdWl47g8clOU8uboueQ80mPb5UcOhJaemHhDSFbKdYN5ocV3kPNgcc8vOVa6CPyDI/PFplIRZbWtN1TrOmDlSG60Ue906fLAaLneAlrA3Nl6SHzDMqsu8zHlfl2+JteqMKdQq9ORG4VvVvMY7Tx82NNFm7Lw8LtF1W3Fw6AjyL6UACReiDdlioq52hzmsbhtqM6YYk+IPgP88I3Li+dHA8B0UgN1hvma7fL9KzB2+DW4BtP0M+nx5TIO2Z+ONdvWbLKpsbOH7CAWn610OOCdZvq6xjOK7KWtlXvXDKQf2i/7gFV73lnW/CcDNg/TARz9zhIzhvVcbJqetAX1m0c+hd707rN/WaOZ5QcDzW80ZsoFFuspHmbQnG/NwjxAAAgAElEQVRopzTYy2wdP6Ft2ySzsmNLHXNpwvNIltl338x1G9d2uZfcy8hiGxFKUnBTa/rRLqVbQJmTTwbgBvrHHFbmffsoLD4eHLfQe6hwjETLnyy5F7m1xPKK8dAxn9PS1Jnn6yNXaOPwoWbHeY2a3Bn6db2U2nM7POJ7oQ/ko1ihc5qcDG4tTut239tWkHkf+0hahlxbqeccG7SJPAefPTLE346B3/JCGU3DSAdcYpPrkn5fuvWPFQZQ0tm80vRENrArbk+UGdJuoY3Yq5cwrqNC9aYge/EJd06vimrKAy/4iWvSy+9J++m156LMvfP9e3Uf4ZBNe3mk1CHaFeSuwRrV0eayxdvO5PpC3gZ6o+npDad62zT6d3wscCScSu4+6zVLlixZsmTJkiVLlixZsmT5GslXx9OaJUuWLFnuYxJFQkyIKBmBfb4gWZAtH5U5fQqVMtd77t01yD1ius0cnp5BIAsuvILOO8scaqZJVUChB/icWq6NczMOkJP4ZvUAjJDDMwcaPbO88JRHFYByMwd61vW9sjPWT3UOcv6TecuMsiBRLnPL5pPUH+a3WfInvbAGpDNyJd2oRN/oqD5EUNrqCiKSwo0bPTc1kPFiHV6gtwCZ38SYTNLWX59NT7e6CeNUG9c1qIc4YzSJ98KQrRL9Y5PwO9PNNl1kwZBzBo94g+wjIvNkam1cbnOf21LMQWzebUYFuEMYzeDnLEuWLFmy3Pflq/LSGoNIW5QSsekx5CO6TNxPHNJYgqEVtFYhTfcMIXLVuiMhAPV2QDSJJbOjSDYTgQc1w+3Shndws7/JGnEKNvwGVORLjrY7vIYJxDCGEEbQwuAohfTzGitQOOOug7U1QrjZDNedIgzjDliGvVAo9gf+dEacmmHIsBq480sXetsZuQlCvBBeOSAhEwysvTPP9IF+Iomdhaa7MSwDFnk+ke4T3wjSDnRoegylTFAqZTBBPMQQIaJuzhliU9YMfVXZexRhSwiHqksXhoGpHSOOp0QB+NlR/X4NJU0Cxmw+SecePKITVdLwhIUIu81If0pfngNtrBAi54YY/cm6fa/RbRb/Rtv2Tp1u08BnGCOjWRBuGpdRcP5ECr+Jb2GIH3T7uB4zAE/BYLqg2+4FA9G/92ndzpLlTJUoQVopJbAsCUCKskrPx3VHdd22tQKxkyXWxCFL1PiyRCyvAmKgFvGPLIuztKprySpAnOBe/BltOWMaDtZpriGbeLlf2zeyc7o/QLg3woBncxJLgTwK4c8RjS7c6/wcIA4BGuZVzLGGHO64bru1HmtsbWkI/RBHrtukP9nOuk3wgiHUt0/8uk0gCOs2SYVAjjUfIsxzvwNQ3sU0J5AGIsx7hHJtg7Gu222FddvHF7L0FMl4sH7uO4Z1G/tW7cgoS4Bsm8exbqOUWDwGAkugV5zHZp7OHSPEtLPSSNhDAUBRHf26PWfaT70Qiu0lplB4EiQGx8TUGnkSw5PZP6QHDRge7UCiAVMypNdmbm5MjyCZXevShagmJcuaEWwEc1tXk4zItfEPYUsi7WG2yVBxAKUFSD+XULrFtXUMgDDiPnEhFY12Wukmn5VlAsPK+VggtYLY2Ygh3a4MHyNv57DlNqBHNdC6Ce57zJGaMcx6iDXoMH47sqE3PmcPxmRHKjEZX4vnuAGhE2ovMS2vGk7wyVqULtx6geyPcdX7NvBc4rjSpbbNYJ+w2UM8zxxPkkfOSVbpyqDNLMy4DzRyyBeBRpEENt4ToDF7WrNkyZIli4jodjNfyC3ynjzWGm4tCYUgiv79i5drfnXl8sYoViPQDGAYFjRiXc5QBZ/d1O6HnG7kItJr+x8vS6yeoVTkrMX+bjmlNNhsc04vATGShZm5rXrMFgxsA4d8ziSNRsv70T8naP+LP6n5cBtuB54hn44eyAGSf3kEPawjh/SQabNgridvC+CKdTCnLm/5hVfs1ubClhjhfWAZf0/IMu2MNxumAizZMOZYr9Ny5Nz80Du6WIvPMBk04OWf2JXOofcdBh7rvxLQYt7k3LNk8yWGnaflw/nCccGBQakuYBA5WQ2zZMmSJct9VL5qL62tiMyBvs2BwMxdqJCVy2CVehgpLMj885drsnB0IFyN69HYIbt6gaTvak1dh0yY9nYG2RVsYwRiQLTlF/5JDZ5quGanzFlkeAUbIoyhYSQ9+TKuodes/MYJBGKDKBE9SjA0WMS6cdnJFdBFchn81D/phj8naUdB70mL8UjjSWOSxoqNLxFQMy7doFgyPtoC6+VFl+t9Gb4XnAE6vA5U/iug2G4U+RkBnapgKc46JOnPExsJSzNEwDhEU1kmgGVexI0jiZ9eevlOHKPfE0VaYkkEho25QuUbuEwDY7Ui6sbQRnq/2nTOiCF+vOApoJ+s2/cy3eb9PcI3wHiSJQLECS+6Qu/LcgvR6fboWv1utNrX7QE8oVVN3WapGq/baON9XLezZDkzJUrsOivj02KdI4GJiMgYHrECbCbVBJEP2Cd/7sqzcJwL4cbnKl689zFkHAv4nj1KorQ5Jsjj9gksjzU8cgR+ZvA8/ta1INhzdZBYWq1c0891rE0j8iIF9RbXWA/6HkJFP05M6dWDhwwLa401oynS/Ug4OMM6+dP/pGtVWrdxIK7l121GH9m6DaCj6fo2iV+3I717ICYi4c0vXa1jMYc7bGk5EVoNrsb5iCCZYt1egaeuG4LYLgCg8uPJSJUpI4+wbsvdr9svxl5CFWIqwxCDwlSJ1kcpwf6iN5+kSnP7HXuqJ2/irVla5yQCvSgxRiP/aWwO0riSsI82Qst+wpB46cd1fL0Tl/ppJYsqEhP1vZgEG8uY2swMhsLaxAgrvd+LP6G2SCyTTdLgeass2gu2B8ussfQc9KcLfk703DHmtmXYmYFoeN6DHxNEouGrn/uk6vYxkqhh4FcwKENJ/WM5pw20pcW+vzFjm/W4zpUJI/g3hc3I5l+KkpObN+DcOgF99YToI59j1o0DcImUjqZh/9LzPsE+z/EqFkidODiNK0sWUKbmFy/b3ft7irWxLEmmR89rmoM5iSVJ3sbyhqcBGvUYGiX8uHubJBMxZcmSJUuWLFmyZMmSJUuWe618dTytUVPwIt7KK1Bhx00X+gSwqzNEUP+e4W18/xYOcNDPDEHmJOFgOHxjZQuAMhLBc0gMy4EQOKMXjAVwbwX5xHwjtZGF0yPKSASGNwFBaIFkBJCGtMHzouM3hljhskS2WOogdB75aXtjQrrwKT4DPDxEAx0gKlsG1RFVYe4Cr933SomIlCybwfweoFFHkbq3wZC2JYfW4rrdcVyXYWL4jPCw1oGIdmojQ+2YE0LgiuFunbCoe0K0iBAeBoLG4uYt6c8xx/QG+8LvlVHA8zdck4kjVA9XqHwORRwDNRw1C8hP1u2vjG7DS0u69dDevW5HIvSn0e3KIYbFaXT7OPRnL8I/i1FaAnlMexzIMsaaumW6LafQ7XAm6HaQrgkSrNQBEG7HdcS55thTP/n33mkfOdWmECnvRxPMDXE+mehHzGNMrzonG54JeJ1vWXe4K4mjGE6LfEOWk0rhCa4MkJW2IRqMttC7gM53pdNlDjZz9Sy0WI+5boM1E9wz2rJb7AdyknEuvSPBjxvbtMR8LMwL0X16Qpwibqzrv09MsXajgH1lYdYq7SlKC9TIl+I6MuFzF+k98CG4eDakj6KL9UOvf9OWi5hA/leJGzDyhKHmLvjY/mWOyYXmct+xXCiny3zmi66PycciSoTHk16pzkXI1FgDG1xrMGQEiR77RayVA7dudwjzvpX3Qn4/t+ODE123l+BNHbvok6LQgyt8FfF8zuFduW2OiI6NtGZU5EW4Q+eqY+0Q5h2SnAs63vSeKY4Hc+VxX8xZV5xi3YbOdfDk3IZnijmY1EW5K5uEUUT0yDHS29YDX6cDc0diNBxz57p+rmN9KRt3I8xXPIz9FtH/A/RnemLRJnF5lPhnVTEXUtCP/rpd3sW6zfVmPmO/MM60A1JLpWRuJcca7qgh943Q1zmRlHOYPOILZnsM0nWl2Vfm6XKLSVgoSUWPK9fz2ydcw5xnkPPE9ArmM7b0vPY9atFFApmDk3sI91a4mG9OVZxSNzDEFbyWHAOqYxf7dlNPbyzXmmsJopQYLUgvozulM6+e/vbFLe63aCvG7BB1wq1/wdYP6Ae90FwGuT4Wfi2jtxnRcngerj7GsmR67MBNb2RU15jPDucCXlJZZuMwJifrNr3QKW809r6vXPQHo+VuOM42orSWlb8jeV5/39c+o58YpsUtZnHNFknr9unW7FNJ9rRmyZIlS5YsWbJkyZIlS5Z7rXzVclqbrpMKyVkB8eVlmRDuF3zDuoiI1Hizf+PnkOcHFOIHH6Ruh2VXOuFNN+oxBShOl8HC9eMP0mutIynsj67T+Py1Mp377x++ISIiR+BF/KtbGLOtb/o/+Ai9xrKDYt56PYg9Ss0nfO7D9OQleAbeeaPGopMF8PkPXbdziZq853aNTx8DIVwGqvPcR2gF4Q1X3PzdN4xwjB77ggfq/TbgjXrXzdqeKdF/V1JhDex3L/3GY9pGjNv/fZ3G6ZP168WPSZWLiYL9HvILmNv6/MdoP77jwZro+KnbU+7e665DTuBQ+/GrT0Q/gGBf+mkdE4I3331+YkKbANb7yF6dHyJpT9it9yGL8ZWHUrHxFkjMJReAJQ3I8hUHFZ0CYaDsBFLz+LMTRe4Y3rQrj+u4IqVFHrNT57MGNHQNCk+LiAgYcTt4PluHzFGybn/5uv2TD9cxIOven3xR2zO7K91+NHS7PrVu/6dvdLqNfrz6k9BteAqeB91+yoP1/pfdnkh5XgPdXh6qi+AVl+ixG1DhSz/T1+2nnnfm6baISIl5ZF7c1OXl1CUZI/Vv5qA0zKElIus8PHN4RSzNyJiw9T7M+5k7bxnLnwzoZWYOjXmJgNp6zyS9CIwWoI+DnlzzLCWslsgyIxjYrynZrE+RYlMskExxHJmXPSDa76DmKRtFrwE+R/DoPGn3rNcvEZFPndC5Y5TCTz9Mn/NVNPJ1V0GX3Lj95MN0/h+yW4+9Yl3H/i9v1vUFaX/y3MckV8cEavVePKPr8HQ8aE3vu4XrHxon7xa972SmTB7Rvrdy2eUoUScmDecQ42WedlxCkjQ2lrxI7B3E9NKh82p3Db0AIfFERZGm6YzoKuCYypE+veiR+rwPoOOv/fwqrqfX/pFv0DFbcbr9xi/ouM6xd+7GM/zjj9RQpDuQn/rnN+q6vlSnZ/h7H6JztR9s4R/bB48g5vf5F+v9BsfcPnGLtmk20HN/5hu1zSO06U3Ig+Xa8vyL05pID+F77tB1cwvRLsuIonnuw/XYTcd4+u4buW6r/ATWzS08GO/4oraHpF3zqZ0qO+GpfvEjdCxGGJvf+Jyus2SbfaGzSbhIvO5T2g+25Ccfq8c86X56/4/uXbJT3vI57c/ymq7bP/UY3cuOn9A2vfN6PbYAo9kluyZ2bgdv4WUHkGOJfjx+1+nXba5Xl5yPY7CP27qN6VrFuH7jnjQoU+yJV5/QNgV44B+PY/isX7kv3W++wudE/17MTYxBveT1lN5EeNRcRAnXWj4QHPuuX5zAiOhEHPEavqKJM6jIeAxvHC/t3iaMpy3211HzwrX08qVzrFwafgvwbifPHfk8sFa76JcKi8cECaoto70sl7cfueMbRU8yvaeMsonGM8K9Jp1boYM78DzTe3is4Liif56Je2GMO8w1Z4mRaz6iKnaMemrtKJEUyWF7GYbCjyfvbPfF/Fj/SITnCVLw74FFBCFagWuqLdKIGHD34x4w3+aaLZLWbb9m351kT2uWLFmyZMmSJUuWLFmyZLnXSog9GtKvjDzuovPif/+5H5YIJOF7/8cFIiIyGyfkh+yWUqEeJNlDiXoAvepmLtOFb/fMz1mgwQ9AOQYDvebM1SwKwnwaJtIgRhyXZx0rK7goLvwdiFOLg1nonp5KJnL4ulEERpiz0JGiLBW5OkmIIEXmpeB+LC/AEP7O8q18/zg2+jm3UgFoIuCNzSqNJ4GxCohgxPjFll4NeBG7hOxVqFVVMWeGtVw3215bmVM798gJ0KiKCZsAnWdEWeAJGjgopeE8sf4lho91Z5OXgWOS7seYffOMGMMikTzmiqXJWBlpP971rUfwmx5z0a+8+vIY4yVZt7eh24aw2Sl3r9uWt9JH8vQ++llh3hpCh5hX1kTcLE/WbUOlyaJp6CpzKLxuYwzQrxZ1GU23Wf8unqzbkfnL/4u9N4+T5ajufH9RS/fdde/VCmgFtCABRkIy++JF+NlgwBgGvAwe4TFv5oONxwuLzdh+9jyPDYzxMxgPw6aP8TLG7AMYjI1ZZCQsIQkkhCTEohUt6G7qe2/f7lri/RHnRERGZVZlVWd1Z1X/vn90dVVGRp6IPBkZcU7EiVnW7VNPsZ/55V9AXzwkP/2ZvQCA5Shapa7d8cs6/Xonv4rJid6P75/KEpcmnGszZ/qDLm3i0dM1S+ogy7y+JInfp9DvTyeH/aKbcFLYXzl182UtvvH6ML921pcnu8Zaz+1GJVJntfcG+yW0oo/y3UbrU406yfWYeB7UB6P6GEdc7KqXRaNWS1jZrrQ1C7oOPThysHJM9+JTq76uZ5I8dd1y7NnQcumadK0fv+Y+sbYjvFe08VGVCV7a5F4gWhvnw0vqs6CLxt3vW1tBzz986YPuUN/iOW99H756933mB049xX7qVb/g294XffYkAMDyarjWFnFTdMW7Yf2zJOvHNPpttO9m0+hsgex6eyttsbYLLdlzaOVYuL8L0m73pSxb9Z0p7U7/mL5rg3e2r3tv6x0QV0erk3iYdHFpiXbbt83+WQvojJV+R6OWZt8tfd8Wy/do9obW0oJ4nVb1Otqey4yP5cg9pP2XpkZ31z2/NRKp9kl6od1uaB1oImlk+9JuayR+fU57cUuj62yl3TaF7XY4p6v3Wsqlj6x/legaW/kae7/8uj6NV6D9NSlXQ9rX3tHQ5m6XuAQfvvQByd+ledhv/Ym02w+z//irv4i+hG99/udPcGWI3GBGn23tX/j3vMalyJYFiLY6869kLVfqdXPX7XWDrqmetNW7p1GL5XDPr7GN21XJzrcTSV9A+7L+M/YQug+NA+HHNXJBfZZtvAhTL6vvMPnUGUHaB9Pt2+L9ccPew3pheU60zkXGqLvt+1C+r+ffnfJ86D6n0dhAS9jwT6V6gaU8/h2UfSfFMoS1tNrPaMSHs/sWB2klf5HRb0+WpIr793qb/Kt0eJsNhHY7brMB4OTXvflaa+3FeZLR00oIIYQQQgghpLZMZ01r38KurqJnnTl3QSJsdSPLj+5DpVHotsixrpg5euJJWoxM6R2xPGt0TY2k5Y01fs8fV6xmO5j9+h3xeokpUNdgqVclzCMP63bUMmHFtNNUE4xaXqT61KIQG40gFjPdz7PRzFrWfKDTxciLIfl2VzTaZjZapLeEmhyritSFrtbQvbzUGuj3v2xEFkoxsWgkxaZk2JI0Go3OtiIZjUZWkzz0gm21yIiXqqdz1COvhmTT62SjwqmMeg+6kbXWR/HUSJa6DkDXrSVml9iy35fwmrqXZaPvMmlLPev+Vd3ItLVD1piZbSJTuu6Pul1et6MweGqt7KS6bbO67csUf5G6WFHHmaznbKmHUnR7IdrbzlvVpQ5Ut9UzYvXhacVek6xemk2m29ZadPorgKyrXhCz+9E4SGNq6ZV70tV1P+oBjt4satkN2ai3Qb8nug74N5N64vveatvPnNuM/EJq/VYDvY+UqdG0NQsMYpA96B9Nv7dcfB33qbfD773oDctqmQ/565OXrgE1Gv3V73UceVrVs6G6IzMKdP899TQ0F0Ob7qOQih4eW81Gjdeopb1joTxeV9VLofdYvaV6LyJd0n2pG16/3e86y0SfjTiapV9P19SZJ1mLf7+Z1aG4Pmyy1kln8uhaqNZCpF3Slnb7vYwXwTS66Fm3RrPl3TahTKvafkqU0rZG5JUbq57o7VHjdEz2g06CJ4eOlbQvTVHKXjPcK9tblXNc/gflwd+iUXXFRbcSR8pVD5W201318EhxNGqqb7ej+m+pnmbb7UbitelHfZK2nqP6KXVk5JnW9kaf0/g92JdyHdUpFnKv2uoNXhQPc9zOiQ6uSPume4D7CKhSfV2EOBsm8R42jmrbLtfT/SjlHjQjT49GTO6PbLdjb7C225pG2iSptq4++Pq+ijx0GoHee/HFO9rwXjCJcLwYKqWxVercLZ9G51j2WQAsrF1FR/YxXfAR1qN3m/zblZlHfl909SjLzIB4uX5XIyr7NbLyXeMK6DPUlKja0TOo7UFwROp91Hfp4HQsfXZ0koBGwtfr+RkBeo14z2N97+j1tH3wVeCn24Rz/F6j0ibqLEHp37R0DW2jkZ4KI33kxmLWA+nX3XazOheXWWcL6KyJ4EGW/mHsQNZ3gL6HknbG97m0/Y33t/f1o2tltXzaT8t6Qt1BeU8kbULX33Od/SGnxtGR9bol22wgtNtxmz0KeloJIYQQQgghhNSWqUUPJoQQMjsc66ziG/fegZZ4Wn7jse73ZjtY7HUPva54PPq6dE7eJLrnm4m9s4nlVb0ZIcLkoO8zXd2oa2T7Ekm6KYuFWlF4X/WAeu+vj5KYvV7s/bP+M+t9tn79uZwTmXcbup5JLObdZM1VmBURn6OzWMSqr2uQ1Vuj9RYFe1ZviO2op6GRkUU9Vtsii3ZTLNfLErC0vVVmRRxVOWSNYLTYqiceeJ0FoEvf/YyDpq69CrKpV8vvySxekab3lKk1Pxvp1KWRcmk5VL38mu7IWyDHfIRN3WtQvSJ6rztB4b5zj/txdXUFx1aicLaEEEJmmqkMWo/1VnHrvrv9ZsC//5i7AADdxfBi6cgba1E6Qe2mm+5hZP+ApoT5PnwovPQk5g86TQ06oNPKrBx3ea3Ii63ZCdNqNEDK0b57e7f8NBqdAiDTfKJgE30JbqAdMQ0jbyWYg3bGFjSYQ9ThUBmNvHXbGgNHN1bX6W2Zxd0yxUamgTV0Cqgk6eg0u5zNo8NUNXHja89GZF7V6WFRVACdhqFTCDU8t9ZnYzUbOAGA3+KlLT0NXazelWluLemE6a3uRdM/jkmdaD+mL+Hf+xI4YZv0dDNh0HV6lXYiZUqVD0ghHZyuzBZqRj1FDQ6jM6J70OAAOnXUpT0SBcfQLS++f7v7PNjNdrqo22Podmb6jpyraRezU2M0gEJPA4pEc9/bOn1Gt8NJgiDoFK9GO3TErVd/CWDVT3RbrxNNS9apdptVtwmZV5a7q/j6A3f6eZK/c75GSgntdrevz6NGFXJt7KJMqWy53V1w5KFwzhbpQXUkYI8e6cpYeYtcb1WnU0fbBnW3yFR+47Zx2SlTYo08w6t+VB9ZC1alHdFgX9JX6Lez7faijtW3hAZnVadfy7qDtrTtvriSrhEZqbSPodtv6TYkOjlXp8oek7ZxOVr/oEGMWi0NTiXvoY5OnYTPxV/Pz6N3abZqEDddCrIk261EFhSZzYmFli53ct87UietftJuRx2aFW231VCzOrrdXk3abXTlZEmrU+e13Y7PbVl9f2eXHbQl+FZXynXkcGQlk+r53nddmgeXsu32cmcVN9xzp4/683vn6zTTUEfNxKjku/4aKEzu6OGoXrsNVy6/u54cUsObGgl1qv1iL0zZXpaDti/bAsnvHZFjQQNsRX3YXjMbqMgHlPRLKnQ6dnZKbvq/S5tdWtHTc6I60aCTavlSI6d2k/xjIFW1Gs3b1Wx0umxjQfvdohu6DVAsmNabBuIM60nkU+WJ+mn6T1IXSVzCMCU3s8VYVkYfB0mXs+h07Kif1vfTjbM1qnlo386v/IqMxr5fJu3MKEMjEIyNsaFxFPS0EkIIwT1HlvE7X74Jq8YZP1b7SW8FYc2kH/xrCn15muRFDIRosYlDVV9qfv1dvLRG88tmEbyk6rUdXDKJZClNGOrb5EB00KTfk4Uzmb3s1N4ysBegycgaR1DWeAV+7aN0arRD6/eWjbyMXR/FXdcPSselpV5gl2dkq0HjWHa90jF1+vplft4N7dGI035tlYrgXdTyGVWfrw75PGWbS3TBDteluH6f+74URXk9Jr2mth8kZWXVDldmebu/3VpR6nXWjqxavaJ1imJQbDSauPvwURBCCJkPpjJovXvpGF5zxdfRW3UvDKsew2j0rl6KLfKGPOVU96LZude5dJ7/I+4l9HcfCCPvu77uzH3aAVhWS4F6n+Rt+JynuI2iz3pCvFjfWY3e+V636Xp3VULVSx5tfXFGNaLvW/VQqPjqxWhqGO2cfprfTFlDRut3XVyulr1oGp1u9KyxIbb4Do67gM6AWs06YN05GpRDLqT56sb3Gm+mHfXGNCDGqgac0A2fRTa/RUUUB0KNQxrvo9HXoDw2c5JJ5HAXlw9fB5JG6nWXVPQZ20K35c7D7v9j0hU8KvetYbJWOd+JjivFr1YXa2ZbO7rqsVYFCnWi9Wc6rlI6zewjQt0e1G3tTzYGdDucZFWHdFcCzVcs9Lovut/JJ7LALia63ctofqAZCamh7dUhrVuJ6B7rubrtLcdSnk2m24TMK3cvHcVrvvhVmK5rt/tNDYATeZaMeoHc58mnuedjz14X4OaFP+qew/d/MLTbt3/Vtds6i2VZnjGdAdGSPT8uvcS122deGJ65hszgeOd7jwAAerL1kG6Loq+WXhQdR516OrvbbxWWtNt+DB8Hb5NP9Zpoe+B3CutkjS5A2C5GZ3kstnWmisimfRI9IXItLfitPbJT4HULpWCkiAMGSfu1VX+RNlAu0FvRWTVBRvUY+WB7fvsW+fTbzAwaurSxX2iP0W4fkXZbjDDLvt3OevPy2m19Z+q2hQ3JX+/Jqs6giSxvLdWpnus/dBpJn+TwEbzuS9egL7qtwd3iZRC+320AKRQAACAASURBVCnvh5Mf7vI46UQ3feD5P+7SffDDQbdvu815Sb0jUH7X/qiRe/XsZ7g8zjkv9EnsslOQy98v/aQV9723oAHnXLp2xqEnHkB9N2v/wh9VPdIfIq9iYmzUz14n68WM4i76mWD6rtT3vAata9ns9TJbw+jrV5ekyA/qZVejWjsKTKa3rZ8sEdEkvs8VeXT7WYenL7ON155EecTBokLQJj0nyykSAe38nUGfbtjvfjsks7BSQ6MtMDQCUXCmsoZGwCtCbGgcBQMxEUIIIYQQQgipLVMxtVvbQ3d1yYeFVs9LMxoi+81wxSL5/fvdCPvX/ruz2nznanfgof3L/pyOTK7X9W+6Tq0vLsi+WOwu/UWXxxc+GmwL113rLD4rfWeyW1SLgZjp1OmQmQWmU+vTOefyqcvzBqZTAd7M4Y0KOge+581Icko0T17XsvaylhG1JOpEK80itkm0xaqhliTd2F4/l7Us0Xz5BQ2Tn3ifVGS/9UE33Di15ISw1mrhdb93tNy6zCOqULWwytI9tNRMJeceEAvmtsh6s10sL8/d6X77wEFZ8yFuMe9I8hbMCPVUdRKrkFy309N7FK6n97ohlvh+P2v5oW5jQLdNqts+NH50iqyfajbVuul+98s61HKuUxTjtRm6Nle3mpHfuz7Yi1i0I91uLsRXD1ZnDcbTo24P6Hbf9nBk9SG0xR2tzoX+akij2zWFLVvc58JiRlSfDghefePLbjJpbYHnHAjrbwaS+PuZ2o+DKqs3IzgtbCJHntVWrftJ+xxfx2bbVt0WQ71RXuY4cJHUod8Kxm8RkhEtTN9F8Np3+up5l2zFu9WVPDsI6JYH+s7wda/b/uha+djYnXhStN1q+H1skDkXCOvLdPbPvYedIiyu6pYPrmAvOzFc52+/78pxTGIlLKgHDOp5UA9ZVJ6syqBvVXelHC1/wJ/TkUa5aZthbZbtwa4+BKsvO+/OiT0F2fZr/wOuDL/5R9Juf9mdu//BY/6cVWm3W1K/bRG+r9ubyQPyI//J7VfypY8Hpbjuatf+dzvuRrZVn2RvL5Ozlr2r97eb1VOVWUMQeAdP7DbV51/vp8ja0aZK2o54qy3vyfU7hsg5kv8RlSPHs3RY1Ud+0rgNbfU0+SUG0YOiyuicz37tnJbXJuUHEG3JlOSrU+6TNX1xu61ethV9j/u5/+4jt92WufzP3ZW22+pxlYTq2UWEql1Xt28xmevZfjamBRDe47otTS9pt2H7sJ0lGG3X9b0YtW5GtprTNcmHDrg8fvctzqX99S+6Cjjw0EP+nI4s9G3plov6qIl7vSHTmJ71U063v/ovkW5Ln6TTcZ5b1dPWiradjnh9sV9TrTP+tT313kw5rmWKexh+ezD1VmqmGpclq+tOhmzr77e+6auOa1st9R/rnHSW+/6d4vAeSdGnzDmJjKonWgrVxXgpyuCEKc0jI3rYciz+PVnW0Uja7Pvlvi52onsg/aGfPcE9VH/7oMwgkYpbSJbExLFHusnzPrLNjgSP2+xR0NNKCCGEEEIIIaS2TGlRk4WxPfSSABXdjPdEreAuzYpu4CuWrY9/3I28jz4QRt4LVi3PehnJo6mb50rkNxfQFTd/Ldig77tH5qnreju1dOs6hK5u/BvwFvnEIuLnjXvTkPwen6yeEPV4aB5+brijGdVJK5l7vqJWOTX+aZQ8vzgl8qLomkBdlyrX0T2qdQuKfiSjGlj8T7r9gkY6bA5a5b1QelvUgq+Rybznx2aOA2H9pFoCg6fOHdghiwYeHW0c/rgdzoVzxvGugP94wFnulo66SljUNSFqbY29AfKpazn76g6VA231YEXWN/XadcWYbrcOLCqgbhfpdiM5NYosp2rQ9xY6dV/KcY3Yp1EiI9f1dlnA1Rfl1S1Gtoh3tu+t1uFeqbWvqVZnWarjt1tpZ8svGWfKrJl4T67IOq+6bQC0bA8rXY1EqmtRQhr1EAavtPtc7Zjs7/GWN955kfXSDiyyiUgPGVt0fNBLq78M2GwLnLbZNOpZlY8w7WRAFn1m1Svil3DL52Jk9l7tJ8+kf/NKnaRrupFZjpzNX/BZ5DiqtF1SvWyol0kqJfbAa9R6f1u8DKmnOkbaPamgbaJ/J7Wc5+bHdrmH85ydIRDTR+93HsXD4mldlEfBe3/zrpPcdx+tU2cJye+xd1bXovVMP1r2ZtFAaLdhsvcuztuIwq7KQ2xk7fn/+T+uAThyf7gxuv61o94w9Zjr2kzRwv6d7vcbrw0Pxj3Sbvt2RWdJSSZ9nXkVtdyN5B9/r9QTqrqg9zmqU798V59HbTvkUyPIN6NnV4N9advaES+wlnuHzpjRaVrRQ7dFvbTa95D6Pap1pOdGMmq7qcf66UObs/2SkYfGP6saxV51vpu8w+N2Gypj0m53RrfbZybt9mFptzW+gD5rNn7W/PMv75ZW9iHXuAxx8Fb1APaH9UnQD+sN/WyRCA3epvFRpHzLR9znxz7h8tx3X+SdlfrTfqKuGfZrTSVibn+/O/drNwW57vme+2yI678v7/VV737Lvi9igb1XX2cjZict5bffNtuGeQ+oekvlQOzZ9Z5b0eVmomp9v9jUfXSi4HU+Toh6dpP3oUaJ7kXvAB8zQ7LVmR1hXbrWSdRvskmda59EZU3eV3HtpK8uH0VY+lFbxC18SssvIMePH+f0XNvtj0ibvbRSfZsNhHY7brNHQU8rIYQQQgghhJDaMrXwkf0GgjVFo2TFx8Xy4o0KR9zI/tu3OrPjG97kIvbd8OVg3njrG93/xoc+Va+M+9qVhQl//j5nkvq13w0WhNYxJ8Rv/KazHKwclHUk6h2Sz9iaoiaDpkbe1eilavlRS5o6aGIjgZ/PjQyml02Q2bIhmROu6/qSXR4G3Q4IXhSNPNjtZY/7+fOx50V2A+j79bVqoZNyek9v5NfQLS9UGLWiJhGNde1ibBZJt0lQi9oWyesnT3MVeu7uoCl/+h1ZJ3LYWTMPSgEWFjT/rGWyk3EnZq15upxJo5epR7lnBm9CS8q5mlPX1G3Jt0C31QoXH9d77fepU0+BRvlL1gE3Iut0Y9U1U8fEI9HVvWzFHK/lXA1LhNGQpTlq1VQvldUokYNuJb9OxT9o3lOgz4XW2ZzqtrXoWxtmf6iXOrL8+rXO6pFQURNLd+wV9h6QyOsVf0QCpj+ERAXu0fhnO/BPmijbng7LN+wVKN+jdOox8h4BH8lU2l75FnuQvMVd21pd1yeJraxPbcfyiKqoWh5LrNtqdTdRdNleR+9Dtqx+va2KEe85qBHmExN2uty9F3t/JH/tQLzwRNHvXS6T//EdpyntgyEa6RKy1nqdydPznrhBkt14wlZIGvEzTZD5N6sI/UbQZZ3ZkbH6J+22Sdvt/+Ha7Rujdvttb9I1stl2W/d/7ki7/Rd/5erhV38vtNvNZSfEa3/TpVl9KL/d7najeyWfrbTd1jJqOq2W+PFP0oTE2eOx3mp7rO+5XvI8eN3IiXya7lygzkqNGKuRgJvxbdJ2S4TqaFPRy94bGz3EGnU1zOBIPK0apdjPMogut5Z2+0i23W6n7bbk2cmoYdYLmrbbfl3juH0Sd5Irp++bRG2wryN5blZc5dz6VdHtN7ub840rtvlz3vpnUk558E0yS6S77I6/491Ob3/9DUG3t664/3/9da6O+kddmpbEPtA4CXG/ya+P1F00tI+QKWQgrgVtT8PMA9GtpE2Lv+qWZP0kjd+D1Kj3T9rOaLTUlSlx6n3W9cO6tj2Eron6zvrsyPtC4xl43dY+UPRSiiYFSB6qqMiUz892i2rFxy3xsxaybfYLTnICPGZXuAvabrdk9sBDRW225pnTvvi2R74XttlRoqI2Ow96WgkhhBBCCCGE1BZj7eiR7bhs29ay55yzG12xQDX8QoGQRudqW43CJd6Mha3OmnniKc4e8OA9IXTl8rIb/euaAe+BSCKDNsWkd/pZYR1CRy5+350uLF1TzB5d3c9RzC3xlGr1WqrFSu0R6oXySXP2TfVrBU32mDcyeGfOoKk/WlXg0vgIflmTqInMqCHCmlqH5Hf1gKhHK77dYlJVS1NbLEA9XWOj6ysiy4jfyF4toEl5fNrEuyEHMydrvWpExJ2yqGdHtAfb/eq3EHdAuLzcL+9CHrS4+32h1COingnvCcxaqd2P4u3SaIxyzk3XP3ittfZi6jYKdTt1oMVRYb1lOdF7zWNFrO5bJN1qtIHqTlm82pfpA43tsr5KI9kuiofrSCjginifNSKnWgr9Gky1RkeWvdQqu+l0e2vLnvvo49D3synktEw5B4sOhPtqEpHdF5N3iqfo9/yjqXd46Mm5DPW0ajuqniOtg9g47GMMqFdT0uq9EH1cbYWTeuotkwa428o+LI0kCisQZgn4mS+qs+KCUE9Ea0u4ju7j2Q8vGJdW2yRk9QTIsVxnVdn/kNkDUNe0yuc2cR8cJ/r9oLhSrA1eybafwSNrpb3C6ztqUBN8FNA06rH38GkW0Xp2fW81gG/dchBHj3ZNFe32CdJu71tDu31aTrt9/zTb7cw9k8/kWTXZU7zXCog8mt4jaLRA7pzVrF7HXtOGbDR/TM7Vdc8adbul3rHVUMC+dDDU+9QQ3dZorFYKmreGeWBdX9rpmtd2e1vLnnv2bqzq/qKNwVgEHqkLjb7c2uZcn6c8zOn2oQeCbh8+7P7fqu9OkVlvl87As32Xx8PPiPZpFf3Yd7fT7UZTo/iKbncHdTu9T2HnAn22bHw4M/vFv5aSvc3197DvbeR99pGF5bsI3dIZF3J//SyCqM3UmSsr4kZv6wwnyX9BqqIX7wMti4O9botTW73ORnQ7vm9+79bk4fWPaFqsPK++fzyGt9nAYLs9zTbbZSPtcdRmA8CN1++71lp78UDmoKeVEEIIIYQQQkiNmdqaVmNjw5aNPwCEdRN+jaeM3FeW3Zq9e+/KWooBYFE2+lLL2ko/a3VoiQm8LwuEbr8rsvK2sqYIby3SdWo64o8mkeuIPuzb6AuULU+ed0EZ4RiIPT3e0JSE1wxejKz1KLt3IDIyekOyzX5HJ7Y0uf+3bBeLi1h+jon19Kh4q5Y7we7nPbc+wpse0PJk5cjsQ6tGWp2P761I7vMhuX/LsfVbFMCvd9A9s/SySTltspY3FiqNtKaXidcN9JM6ztsHkrqduVyhtS/WbW+Q0/vn10CKhU2s8DvUU7QQmqYzTnaejtu/58q+Y4vzbvTEKt+XujnvkcFk+MWvyxphCZ99gljsZdkY+uKVPRrp9mJiyd10um0S63XOPVdrdxKENZyXF05wQJmSPAfPKH10EmyeiP5YtgJ9e2oHE1tdY6Zr86SRbfWy9x4AjEwhWJF117r3ou7rZ3x47SCcrsmz0jY0NXKrirjFPSPH7QznLB3RtkZ1Kxt6M6h09Gz6sstn8t17g6OKC8uU3cFls5IRvyn63o1c1Lq2TyNQ+7Xhfg21XC6ua29Wlx/TQLA5fnrvKUxu9Frb7fsqaLfvWKd2e+AehiQD7bNJdTxaQ+v7ERIpdpus2zxpu/u89S5XWW1pZ5vbw/q4vaLcK6LIhw+5c855uNPbI9KgLS2Fhq2zLPuSyybRp+xx59x3SOroqN63cBO0HTbJw2qCkro8k/TxsZlut+WgSZ+V2Kvoo75rWyV5qm7fnTbk4Z6aZIafX/IpbvWe6Pb37g07GmxpafRsuW+i9rquuJGj2+mMFZsobPpqyX7NnuufB428r3lGuu29hdL32CLlPVnW59/5XVeu3bLX9I49wZPcfEiea5lVc/t97vvDT3d9kJ7OPOiH5/1790qZtzrZztghui17EnckOnQvDvnfzPaT0mc2faXmvS213R7VZgOD7XbZNhuI2u0K2+w86GklhBBCCCGEEFJbpuZpJYQQMlvYBsKej4mnGYiNpoPW/My3YQbT0cbU8g7WMnklaW2/8FDxGqHoOromR+tnteleo4840a3t6h7TyJJhfdjubS6jB8UZsSqzWTROwRZZ/7eyGi6kUUC378iG09RAtS9+1g4AwFduCpX1cz/kvAEfudKZ779ztwsRr2shfUTOOHqwzXpSghcoW04bh/pUHVHPjcZS0HN07V7mJCmzXjrx2udb2bNp9NaZITfeO5cbZZWIEELILDC1QauFRcNk3zT92L+fRDnxgSJk3qnGb4inD+jicb8FRbJxsC6e9/EvIjd7X6ZW6bwdv+WGDwediBX96Kfk6DSTJMiCJ38X9txDw+Jf2eRFPThdS+oq45qX3yQghAZX8lO6pB5tND14YZubyvDjT98JAPje7e6kiy9xavGZf3P7hnzrjrCXyECwCul4+KAk6fYWUQfR9319PWanLbQbSecJgJWV2Y207MlCe5s9LNno1IqsKL5+daF4pgOU7Xwhb6E5dTt7SPNPf4/vhZ8GKXpzTGV2H3skFH5HInzsOi6Ez3/pM7cDAH7nY07hWzL1qC31d+LDnR5f+vQwfeebD7m5Ni/9AafbX5aNz1/8g063P3nlEgDglu8e9ef4KZONzavbhMwrm6ndDltgRFNEc/6Lv2n54us1ZDrwzp3uimee4Nrax57r2to7D7uTTpNpkS89b6c/9yP/6trrZz/Jtbkf/peDAIBXvmgXAOB9n3b9iseesejP+ZerXbv86he6tUqf+LIz/PzGi1ya//05115/+64jkZAicCt7b9Uoou+evG3/UmPVrLbb1tgwpVj7jfGFtS6Mlk9klemgRoxpjWjfK9Xpjg/ClZ2a2vPBwNzvrWgpgO3oc5DV7X5PDVdq1MoUQgXPFmQA6cvGGp3MLg3BxkzmeLwFnMZ63CFdjQsf4dZw/MyPuv7GL7/T6djPPdvV0WMeGXT77R9wFfbKH3a//dcP7QMA/N7L9wAA/vRyp9s/9qNb/DmXf+AAAOA//bTL/+NfcHn8lx9zz9L7P+90+zv3BN3204J1e5yuv7lxVQws/4j/93bDEYZGdyw1NtbP0MjpwYQQQgghhBBCastUPa2pCyZeXJ5aoay3boplRDf27Q/aDjQssjc2eKeNWD0HjWPeIhnibGRH/Q1vkQm/e0em/2m4BSHPRuAtamVmKqWGCG8tLUoY207V0qsXVAuwS6MbenciT+txu11FnrXDfd4jU9PO2uKsmj91jvv9bXeHK9tll19HPLregpaN9xEkzFgZ9R+9x/I13X2gP6goA4adgrqxGStkcjSxxg3cVyAEcVBdytnIm7qdPTWdbRnueTjLW1YlcS+p5yXRvZVlZ+E71gxN0w7Rx+OlHPcdcOdulYL/5+e7c/7XldGWN/vd59knuzT/8jV3zvE7nVn1eec5q+add0d1JdM6O2Zz63YjzSzOIseDE+P1Jkdhsn6siijTrg7Db3Ej3/2G9lJX3rAdpG6brPW5IdFFzjvdeYcOyR4ft9wehPv+QQlwIds2LYpF+ah46o6J/ndD3A405P8TpM2+fdVdZ+9u9/vZO9z3zx4LU27OfYSbMvySJzoP1VvulwA5knFH9K8V6ZJuFD8wmSKt24zqauH1kLpf5Hiqj1Ha1Gjvz/XekUEZvCjek5L1WMXbspnIi2pTmTdZux0Tip6VyeekJ0euDK2f3mH3eVSCNZ4k7fNWaeB+9GSni8c/PLTBhySwzPmPdp6lj13lvFEf/KLTxQMSmOmy/+s4f84NdzpP67mPcPm//ZBL+8hHOA/WT/2gq4E/uy/M/tKHpif15GOaoYA5bbd9ICPV7ei6A75LU6DbOe2p1kU/0e3w7KmeDhTL/9NI2gmTd4+Sh9wM1GSSLJ5FkAT78+8pbd9zvLf60+oRJ9xNh5wO79zilLwhAcQ+9FkXsOjMO4O0y7Jlz8NOc41xu+W8qPaYc98+KHs0PeXi3f6cv/n4IQDAD5zkPKt/vl90+xSn/89/krve2z8edNtIoEh97rVN8M/5qDYbiPRyeJsN5LTbJdvsjCwl2+zMb3kzXwqgp5UQQgghhBBCSG2Zoqc1ssgM7uMd0iUb96ZWlMy6uMSa2Wgk5yRmzn6eFUAYsBjkpBswNBdYAYYZ+4uO5dZFeswbM1ITXmLyQrCM9JNMUqvj4kKQaGHVmVj+6Xo3h172UMd7PuW+3/mgM5WurAbzv4a8bur9agzep6ysxeUziQUm17ODbOKwlU82txznXrCeFsz/z5M13eahqBzU7SHHUgVGuAe61YdebkGWTuim9C0JIX/B8SGIzR13OkvnI050x+69J3vl5fudHq98PZzTEe/TOz7pLPcnneAu+L8/7XT6jrudNXN1JYTpV8v0ZtVtC+eF8d4GFJPeYj/Tw19rmKdnncjxbgH5z0Faj+pxaEvibs5Juk3NLrlxvRXZHmOf+z2sZgJWdH10U+vJfbZF8ZdlrdLKSjhnh6wnfEjS7NjudNXKevC/v8LNFnjao8Nr/E0fdN6se+8Va33Ptd3WbzXhPjPOQr/YL1sHqTc98y3Z1sAma5vClgxxQ6UyZNuyXP1OGdDvArcWkH3WEu/Ppmu3Y1lTD1l6UjP9IXiVVS23LjodP2bdL6dtc9//+kvu5CdKnwEAznm4++3vPuP6E4f3u2OnPdYdP+tUtx7wwQcP+XMeWnL5/tnHXLv9wguc5+otf/MAAOC7qtf94B4yEsogeGuQ/WdIAJG03ZrFdtv/VEa39XkdmEGVU87kpwHdTuSzkQssVcuBAG05j+/g8khT/mtycqgq8eRJG9qMLqjv+d3SfF5yttO9bx900wp++AKnr199wPUrTmgET+vWR7gZW7d8+34AwPKyO/eO+1wcmOc8xs14ufWrQbcPLrn8/uRTTogff4LT7T/50IPu3O9J0LyMbov8sr7YFul2QZsdHRrZZgM57fZGtNkjoKeVEEIIIYQQQkhtMXaIFWpStm1r2UefvWtgSNyIrAB9He2nmwH76GkOmzP0HrAGpBb1PAPbgJeyQPg8y6U3oA3YOQsyGe6lGJWg8DKFizTgZVRrrdpqvPVR1yV0w4X97ZHNjrepN0zm0XdzZOyLGa+RhKpLZbYD9xeDpt7Cc6NTklOLnM35lp/ERDmQ1mQ/AUCsaRqZWefY3/S1fddaay+mbo/W7bw2JWxgn7X0aoTCtl9b4yr2GNr+3MWG/L/VeZp0g/l+233ubEley8FNtUWuc7Dt8tsqJtaG6HYnZ12X6nZqqd5Uun3ucUF2f6kooqRWWLJIz6i3TnU8VpJ1c63mM6iv8U2XX9S71sj+7teRRfXoI4CKZ6q7qgojeqoRZGOLuUTTPNbQupWN5jWatuTZC45/LIgHoCNrZo2se130a63d7wsLQbbeivOs9re6/PRQuhYysx470TfFpgunsq6NzLnZXwd1Oz42Wr9zlGeUfkdekFi/v/3Ng1g+2jVst+MjNvoblauf/XSX1nbZffrosrJIUdtiXRvZ2BLJI7qo9bUoj0dTFHtpWdZbt8MFTdd5tbpdl3hxUR6y1axeN6OGW9eyauRR3zQVVOtctts11W3v6ZxEtwsuFG7VoKyhCVEPZfb3fnzv5ZiRPkJfdNpY7QdIAokpsLA1yNqSa/cl8PVhiVmwdav7YUXO2dIOsxRXuq5/0pT3hHqujeh2V/KKJzzoTAe/Brif1c/CNjs+OMO6jRzoaSWEEEIIIYQQUlumtqbVwHiPi7cGRNHMTDDFxB85lsOcvBPLQWpuyLlcsDQXGiZLuAMGzk08Enkmi7J55Z6SmiqExuDPvtqStGp9bKklP7PXu1hHZT2V33tVLaKSLOtlSAoglp90X6zUCgcED1xaHG+N86fkXC+du59WTVEEzPg6gxceTJMoTyP3rmxy3S44Na0pE5U3WGvdRy/Z266na6Vb7ka2OsFk2DDO+q7RVPvqWZUkxySidTNasLIkx5ri7epqYrVuJvs1ZkqS7Be3mXS7YUKVeB2L1yoVXS+5cI6vrIz6T4Whl03cMSbxNvX9msVYl+Veq4O16XSsIQu3rLg3+6uh4lqis4tN1SnJT9pnH10z3qdOZFrQJ1wjtssNWWj3MkUAACueLh/LwOuwyaaNyuOj5A48wNmy59VjkX7nekOmqN/ZKMVBv7PP2yZqt9MyxP+nnpdEuIy3JqkvjWaqswgW/P6R7h8btdtG3FxGvLOrcuHmYTl3i3hio/alLdMXGgsaZl48MTpTRiqtF+uvyp9sbOv1OnXNzGG7XVfdLp4IMMbLIN+tl03i16FnU+o+sbnR7nUtdNPdqLaGUZd2vOO7CE6BOsshj4acs6ieUNGx7qqbKtOSPYNXohkBTdVtI7MGZOZMGkG3GxUzRDDXG6f9ps2j2yn0tBJCCCGEEEIIqS3T87Ra4yMWWrE2xPPJdUTtrdZJ5LWQz2DeqeEleHTEcpFjEfJ7WCWWnkGPQfzD8FF/njUzN5uhmQyeEvJVi0i+ZSsTOVDND1r0btbi7temRN4ob4UXs9iqWk98NDy5R5GWeMeEl1HytfmVkbd310CdDzHX9NN8xzGzpBZYrQuvJ4Mehk5P9bJAVlC3ixg0rOVcQ+9BUgyVXY2d7UzluP97Ehy4kbiETFv1OPyu96WrUVvlUKOpYuTotlpNE2E3lW73jH8r+PYhXuOmIifFCpZ8vX7EBLo0TfL21w23KUd+ZOux4VNK2iR66IKsZ+pEVnZd86czXqx4XjvexSrtdbRRohjkfZRL7/WF5i95x7NnkvsSIn6qLuek0/uTxExI1TPXu16g3wO6DZTX7zjLkvrdiZ79WL8zLR7b7Uz+RfvjxnvXpvtCar59jcaq5RPPaKZdEA+reoW66iVVr6nk1lgNJ2mUbtVFU9BDza6V1utkvUNBr7M/zGW7Pc+6nd7W4CIcPDfpX+h3bX/7mXsl9STtbLruX3W/KRF8+zmiWmnrfYwXqXSNd9DM7IEq7XZXz8mWJ93DNltI7ZtIPernJtDtFHpaCSGEEEIIIYTUlql5WgkhhMwSBrAGpp+atiPvn5pgkyi7Nj1e+hjlBAAAIABJREFUF7cqgNQRYHKOBetwIng/ezg+RQPWJs5SdHVtWeSyatpstGBNo3n4qo48hl21zItFvqWzZNSar2dF1nxf/RphOI1/kFMH/n8fSbko7eBNNSb/0IBXJE4z4KVPvsfrFb27IOvxGzDqR/etId6HXisnc0IIITPLdAat1rippfpyTTa1BTDQMQqzCGwm5dB3jkn/yb4587fzsTkpi64z/Z5X/jp4kxyTTpCf+jDoS7caYEY7QxpCWhPobgyRb73Ry168J+doEu2M9aJOUSPpAfrF/wNzSJD9RHHnp6jjE58zsMH2iI6PkymZMjGi4+Nk0c5k1PGJoW6PRoufN/NHb7YPqOE+VV91OlijFaT2u6xooBuZzhOmaeplo3sgB9s6kEg2nm/o9gjRvk5m4M5sMt0mZF7ZrO12Ths80Ofwr3R5pzcG294w7T9bC/2kPHEb3FuRNlbbHc3XT6WUc3KmbKpBRvsoKkcacMelHZyemvk9CRY5d+32JtPt3HO98THpG6sKyOHIJujrMw04qNN4dep73laTfdmarCP3Rm+J6kRfojjFqh2qL9tX98/WUP3M4vOdd93OgdODCSGEEEIIIYTUlunY2o1Br9mGkSlR/RxThTo4NIZE7nQiIGMNSINlBCtR1tIWrEhxNgXWhvRy6zytLZEq+lucNl1kDgRLmulnUw/UZ5yfWkLUW6rakGwpEgfo8JZO9ZAl9ZW/SD7LwKHUrFPmHqTXzf09a8FSS3Kw1IgVNz7Db0UhP/RSExN1uwhfzrzbmAjlVVjDveu90XMj776eGgIwZc2nfuP0yASnwSj8DATRbf1UD2us243EBbHpdBsGvUYbpu82Qe83snUIBI+H1s2ASud5c8Yo+lTxAuTcQJvVQ6+XedZonQ6sPyQeo+DoCLXf89soZHXVe0Vs0mgAaKjONlWWrEz+OYsj58j5/QEPip6rVv7Bco3S73wPxzT0O/IRlNTveHpwRr9DQ7Pp220zUL/qxUzcb/FUayTPg1Zb4rmzfo+ocL2mBhfzuiFtlii/XjZud0OAGZem66d9qazarwmVpbrdSJ4Pn+e8t9ubRLcHg4xFmabvI501kCSIxTDyXvOrLnr+prjv/iqqxwENvBS8pXrfTPw1bG2GUCd9X2/ZZ6sfGquohOI91/JtNt3OgZ5WQgghhBBCCCG1ZWqrmhoNAw1xnGsMSAf5JvmuyTInDVqYhjL08DjmZC/N8OsNZbQFIb1Kocc1z9WanGvTcNrJNjZAsHI01WqUBBTR5QFxmPBgYHX/eMNIkSct/nHAcpdKn1h88xONILLSDxwTmVNPRZSyqU+EFLpltg3kQt3Oz3CYI8sfGlAM949agtUK14jscc3EgqdrZxqNpKIj76xaRb33Va2byVrvXuydTcyHm1W3+4lWN3PM4b6dMdnPXONt+aZvSmSt7rmyqQfS/6wW88QSjKAO/WQNjzcaq8cnLnjimm54j1UiVCRcM1El9S6FDdmzRYiFGbDIJ8fj2E2Da9US8o6P1O/J25P8M4frdzPuyUT6bfCQ/3lzttuDbUaupwqxNyf8rnriA3ppnfT0u+hbjtfUTyLQevX6mtXRblwEH9wsifCWfGY86/55RJZRep2XZobb7fnT7Sy26BZF+fg2d2C/LvVqhlNUp1fke3DqZz2Cei8a0TtAm/NesqZUt7rRy/bjGWP6qbMVfcGyXuD43ttskiizEhU3J7qdQk8rIYQQQgghhJDaYvIjfq0xU2O+D+COyjMmZOM4w1p7InWbzCHUbTKvULfJvELdJvPKGdbaE/MOTGXQSgghhBBCCCGEVAGnBxNCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS0ctBJCCCGEEEIIqS2taWS6a3HRnrx9u/9+pGumcZlK2dayAIBY0lmQu+5sl3oFAP3v6AzUayw3AHzrwIEHrbUnUreJQt3eeLZFZVFpZ0HuWUD1ZJZ0G8jq9/1HjuChlRUzy7rNdrta2G5vPNTt6TBvup2XdiqD1pO3b8dbLr3Uf79u/wIAoGuLztg4WnI/H7+nI9+DkHWWu+5ovV60d9X/1rXuxxsOtOX7uos1kjy5AeD5f//3dwDUbTK/un3m7t34h5e9zP9+4SdPBgAcWK3fhJw9C30AwEcv/b7/bbf8Vme5ZwGt2889934AwEGpxx/6p9CHqFvdqsxAkBsAfuLv/g4A220yv+02dZvMq27nnjMNQba227jwlFP891dcW99OhH9BP9p1fnZHL786y113tF6vPz90ILTz88rrXOenjvWaJ3cMdZvMq24TMq+w3Sbz2m5Tt8m86nYeUxm0EkIImS0MAGMMrFhk1VLbiyy0F6qFXN5/1+1vZ9Kkx/PSNL111aXtSr/lerEIl0mjsg2WYFDuIpnLpEllHiZTkczZsqVy29zr58kwSsa8NKNkzEsT6jYra1znZWXS48PSlKm38fTB/W/MYG0TQgiZXaYyaK1L56dMR2Ow8xO+l+38rPcLOv9VnN/5mUTGoo7PODIWdXziY9PoVA7rjJXpLKdym0R86jZ1e151m5B5pbjdrt9DUK7drp/cdadcu12/ep28T1LnsijU7SqYV93Og55WQgghpfiV8w4DAHa2XQ/psiv3AAAOS7CH9Hhemq1Nd+y1FywBAJY67vdXXLXHn1MmzVplHiZ3kczDZCqSuYzcZeptlIx5aUbJmJdmHMrqw7A0ZeqtSn0ghBAym2zYoHU9Oj9lOhrTkHlYmmm/oKuQsajjU5WMZWUeJtOoes2Tab06PtRt6vYomYfJVGfdJoQQQgjZCOq3MpcQQgghhBBCCBE4PZgQQsgQykxzLe/ZVQ/yS764t/A6h7sYkaZM/P4yMpWTO56COyhTNk3RcUe+3GXqbW1pnGzF9RrSVFO3VehDyKcafSCEEDLLrPOgdX07P/qiG5amXi/osmmKZR4lw9o7R1V2IqrvVK6t4wNM3vmhblO3B9POh24TQtb2/GxUEJTN8MzPYt3WLSjOLJaFuj096qsP9LQSQggZQniBNZP3UYiaXbx1yyjyIh1X++Ibltfkcs8C5aJzr4Wi/LL1CpSv23JbBRFCCNlsrPOgdb07P/V/Qc8C0+9ETKdTOX19iKFuzyLUbULIcGbxOWW7PT1mUR+KmMWyULenR/31gZ5WQgghpfjKTzwAANiz4N5QT/jkyQCAg6vuBfW+p+0HAOxeKD+9SM993CdOjn4tOn+SF+FoWSaRexYYrNth5au+brVegfJ1qzIDqU4QQgjZzGzYoHV9Oj/1f0HPAvmdiPp3KvM7w9OHuj07ULcJIWWYxed0c7Xb68ss6kMRs1gW6vb0qLM+0NNKCCGkFC3jXmLpFPgUs8aZQZr/RXvdNKX8da+jyJ/qdN3+kEcveSevVe66k9YrMJ26TesVmP+6JYQQMl02bNC6Hp2fOO9pdn424wuancpiqNuzDXWbEFLErD6nsyp33Zmnep3Vssyq3HWnjvVKTyshhJBSXLd/AQCws+1G8nHQCEIIIYSQabFhg1Z2fsi8Qt0mhBBCCCGkOuhpJYQQUopXXLUn8z1v+jgA2DXGxdB8r9mXTsnW+UplLuDSjjOte61y153iegVYt4QQQurMhg1a16PzE+fJzk+1sFNZDHV7tqFuE0KKmNXndFblrjvzVK+zWpZZlbvu1LFe52hLXkIIIYQQQggh8wanBxNCCBlCCCFYNGtAvc8v/9JeACFachny13wPD1u41DGZ68XX1GPl8ppc7llgsG5Hh4PU+nvRF47P5DFYr8Pyy9YrUL5uGQOAEEJIHus8aF3vzk/5F3Te9cp3fiZ/Qc8Ca+lUascnzme9OpXr2/mhbs8iM6vbomPnnrAPANCUbZZu2+fy6vQ1sxrGrCdkBlmvd9B47fZwNle7PZzx2u3R1L9PUp466vauvTsAAKbhfl/afxgA0JfrUrcDm0m36WklhBBSkiKLzPhreIvyKHMdNQyVu96whTlVyD0LlFmPna3b/GBNKdPUh5DPqOsQQgiZfzZw0LoenZ/yL+i1dX42S8cHKNuJqKbjE/Kbrj5U3fGhbs8ms6PbF5z0fQDAf3jCjQCAdtOZOY92XF6//9lniqzs1BOyNqo2yAxnvHZ7+PU2V7s9nPHa7dHXWy99mC510m2Xz+4TdwEAHvm40wEAO3ZvBwAcenAJAHDDFTcPyWPeoG6n0NNKCCFkCGHg/d6nHAAA7Gy73y670kXKPtzNP55N415mO1ru2OVPdWl1+lIcdXtUGj3+1ksO+nPKyqTHy6RJZS4jU3o8W7b0hW5zr58nwygZ89KMknGccrz6mt3+nNH1lj0+TO4y9VZGZwghhMw36zxoXd/OzzgdDe385F9vPJnz01T5gs6zZOR3foo6PmXSpB2fcWQc1jnSzs80OpWTdMaq6fhQt6nb66fb5mFXAgDe/KWLAQDnnnAIAPDiC5wV+t1Pc57Yy/71JBBCqmC0B2FHy814GK99G/86o8m2mcD8t9uj660qD9Cocs3iAsv66PZjn3IOAODo4WPu86FlAMCek5wHttluAgDe+cR9/hzq9ubRbXpaCSGElOJtt7jgGBqgYblnhh7PS6Pf33TTTgD5ARxGpdHjer1xZEqPl0kTfx8l07ByFVGm3iYpxygZy6TR45PUW5n7U4U+EEIImX82bNC6Hp2fcToaVXQa6vCCrkLGUR2fMjIO6xxNs1M5SWesaqjb1O2yMpdJk3e91zzcXfC3n/2lTNqGRBF+123bBwtGCJkqdRtcb6Z2e70p07bPE+ut2wcecLOH9sgaV40erFC3p0eddZueVkIIIQO0ZADcNOGFdcPBbICGsL2TS3P9gYWR+fasO+m6/cXBHjSA1DX78vPTPFJ5YpoidrHMQFm59XrAoNzN5H2eV66QJj8w19rKEQQoW47hMiI3zXj1Vnx/UrlDEJFi2YvkVplVVwkhhMwv6zJo3ajOTxw5c7qdn2pkHtVpGNXxyZMxPbdMJ2It5SjTgRvvevn3ZxodH2D8zg91e/B61O2y1xtXt0O6//fzTwMAbGt3cmW8Ua67Ft0mZF4J7XbxM5FnFBiFnjPMIDMalW38Mzdzu11lvZVhuDGsLKNlnrxPMpu6fcu/fdOlabm1q0f3L8n13Um27/KgbpejWt3O1kUj+t4vyL9K3QboaSWEEJLDeyUwxbDpSroJeRzBdhQa+OJ9T9sPAFjquDlIvxAFqSqbx9t/MI4eXG5eVbwpfVm548BnKvdGU0Xdl0Hvz6uujqMHl7tmNhCJuz/TkDte+kAIIWQ+WZdB6yx1fsp2fID16zRMm43q/IxzvRDNbHodH2D8zg91e/B61O3p6/YN92WjAu9MZLZnPTRwDjv2hDjYbg9ej+02+yTDWD/d3pfzG/ALInNvjAi21O1qdfuo7HhwbsvJcfHiff6cL688HABwWzcblblK3QYAdmMIIYQQQgghhNSWqXpadZnfRXs7hWk0vkUYcRfP3U7XDOg5lxzv8j+4mp4UTkjz6yXXvWjvKgBgz+LoOdZVymwmmKNeFeOUQ0nrbZxyHFgxpa6XtzZE78/uBZubhzLsHlRZ99Rt6nbMRut2U865eC50uzi/It0GRuv3oMyjr5PKHMu9UfpdVPdAsX4X6TYwuhyDuh2uOare4vtTh7Z7Mt0uD9vttTEf7XZ5Nr5PUp6N1u0mdXvDdVvXrd7a3St5BU/5wf4WAMDvHud2NHjb8lPHlrkM9LQSQgghhBBCCKktY3lajTEGwDZr7ZEpyUMIIWRGedeTdS1MMN9eJmueJlnDc7msz1rquHNfcVX59VPjkMo9icx1IC3HLNRb0b0Gpic3IYSQ2WPkoNUY8z4AvwygC+BqAMcbY95srX3LNAWrovMTR3xcj86PygzMduenqOMDTLfe0joDxr/Xep+B6XfYJoW6vXFQtwkhGwXb7cmYxXZ7s0HdnoxZ1O1txk35PbsV7sFLt90CALhw4X6X5ljxNPW1UMbT+nhr7UPGmJ8F8E8AXgfgKwCmOmglhBAyW/zSlwdfspPsX6gvz5ddsXdEympI5Z5sz8WNJ6/+1/N6s3CvCSGEzCZlBq1tY0wLwAsA/E9r7aox09+lvorOT2w1WI8XYlUdto2GHZ/pQt3eOKjbhJCNgu32ZMxiu73ZoG5Pxizp9jbj9rx53a5/AwA8fuEBf+zlDz4PAPCwpls9erTRXouYhZQZtL4bwJ0Avg7gC8aY0wEsTUUaQgghG4LF8L39huM6LOVegGUSjcrPHeja0FHq9ifpsZSVOyTwaWvTQQp1oLLZu16Xm3LPo/4ok84lHp57XMfpNUfdn+Fk8x1+D2w2Tcm6r80tIoQQsmbKDFo/ZK39U/1ijLkbwGXDTqhP52fwZV6Uh76Yp9vxCderX8cHSMtR1PEBcjo/Jcox2PkpU2/l73HZvNZS99TtYVC3i66XT710m5B5ZW3tdpWw3R6P6ZZjOu32+Gxcn6RKqNvjMXu6fdS6IeMfHHoaAOBRrYP+2CG76D677lO3y6m67ssMWj8K4CL9Yq3tG2PeH/9GCCFktrnxQBuP+ugpY52zUdOxdI/Ai//hpLHPnUTmeE/CUXXUvfP1hcfe86yXOhmkA/GeB84EAFx7ZPfYMpUphzntjQCCkUbLMe59Lnu9aTGp3L0D05miRgghZP0pHLQaY84B8BgAxxljnh8d2gVgy7BM2fkZfb0y9VPU+bnkvN8CANy0vNP/tmon33J3VDm04wPMdudnLTIr1O3R1xtWP0U63Tr9j8e/YAmo24QQttujrzdL7XYem7Xdpm6Pvh51uyqcHB00AQC3dI8vTHlw1X1W3ScZ5mm9AMCLAOwG8JLo9yUA/3elUhBCCNlwernrF8Nbr1kYEd8WHp/spZmfX5m80jTFMq/tOqPSHnfmH/r/D93+BgDAKe1jAIAP7HsEAOD/OfUbAICX3fYkAMCRfrMw31F1n5dm2DT4lPWut3S+2CS6E47PzhYXhBBCJqNw0Gqt/QiAjxhjnm6t/ddxM65H56f4etV2fqqRuSjtD13wGgDA5256MwDg7C0uDtaLj7/bp3n9nRfkylBFR2TzdHyAMp0f6nb56xSlVSumWjmHdz7L6Ql1e9RxduzJ5mXydrtK2G6vpR0dNvXenJbvGVv/dnvtVNMnWW+o25Pomr1rfJ1ey/VmTbdTyqxpvcUY81oAZ8bprbWvHPtqhBBCCCGEEELIGJQZtH4MwJcB/CuAXlUXfteTDwAAdrbdsPuyK93eQbrXU3o8L80odrTCuZc/1eW31HHnvuKqPZk0b73k4MjrlZV5WBq9XipPnkyKeliV5+x2eyOdJFPNYqqQUdN88OdeO1LGUfWqx+M0r75md+71UnniNKMYdr2yMlcFdbtYt5VhFvMiqNubQ7eB8vdAdXscmfLuwahyjfO8KTolOGZn0+1z9+zjHgQA7JLvlz9lHwCg3wiv5HGf0ThNqt9ldHeULqlujyvTKMZ5J05Tv6soyyjYbq+t3VYu/3dhhsxlf//GoeXYqHa7DOvVbq8H86vbxa7IKmRUtM1+8d+8aeA61O1AmUHrdmvtb6zpKoQQQgghhBBCyASUGbR+yhjzHGvtZ6YuDSGEkNryS1/OWknT9TDp8bw0ZVCL78uu2Dv0eJnrjZK5TJrYAj1KJl0btavZ8cf+4dwrAQALks05Epcgvf6hXtiipYpyFMlYVIZhaSaptzKsRSZCCCGbB2Pt8LeMMeYAgOMAHAWwCrdy1lprC98eZuFUi5N/JedI+YXaZRZZ6+a1Nz7vfgAhLPTjPnHywLlVXK+KPMZJ+4/nfQlAmEKWciDq4PzELU+tTMZhi7mnUSdlFobrPdZ7rvc43j+xmusVFP7u119rrb2Yul2cpprrVRv0gLodf6Nu5x0vm2ZcmfIGrUo/yfMnb3Xt97BB6yTlKJtXVddL0+g9Bqat3wUFv/9tsKt3m7Xpdvkpc7sX3J3deN12B/Ycv8MfMw3328F9hwEA/b4mzm9fJ7lelurb7TKBmDa+3R5n+8EydTRpu10t9dHt8nms5XoN48p79vH7B869bZ8b/vSTrSYnkXGcQEybTbfzDpXxtJ5QIg0hhJAZZlvL4oLjV8c657r9bpCl0SvLedqyiVryHrzk+E5O2upRmYHycjdNSHDR3vHl/ItDj8t8v2NlW+b7ObutyFE+77Tu3f/Dz9FyTFKGSWgN7eNkOyzDDQWTyX3Tvglcv4QQQmpJ4aDVGHO2tfY2uP1a87ih6NzN1vkZR+ZxXr5/ffgxQ49/59h2//9ayjztclRBcedn+h0fALhGdheibhez3jpRhlkoR110m5B5ZW3t9uTX3ah2+7HPOB8AcO93g6f73IseCQBYOnAEQPC03vQlt1fwLLTb5rQ3Fp6jHp2Nb7fLsxaZq+yTTMK89kkWWi7tqSfeCQB4wfm3AgD+4dazfZrf/WG3C+jbPv8cAMBqt42ypOUYptPaB6hPn6Q8Veh2HsM8ra8H8IsA3p5zzAJ45tiSEEIIqSWP2tnFB565b6xznvDJ/Kme46BRBse99qSozEB5ueMol9XIOV4nM49J6l7LsV51XdXep5PK/ZP35i+tIYQQMnsUDlqttb8on88YN9PN1vnZuE7D2js+QB3KMZoqOj9rkfnMr7lP6nYx660TZZiFctRFtwmZVzZbu71rj5uF1Ww9zB9riPukteC6fVu2LQBguz0pdWm3N5tuT1snesZ5Bh9sPwQAONB2a1t/5bzDPs2+BWcMe9/TXL5NW97TSt0ezbA+ycg1rcaYFoBXInhWPw/g3dZamjAJIWROMCg/LWgwfp/74cI97oUf5zNqmqWRF2SrIq9cEfkxB/PlHiazvtD1WLxGdproNKvBDkUQMi1HVyI+XX8gK2Och5lyvStFOpNOI+tGUaqK5C4r8zoVjRBCyDpQJhDT2wFsB/Be+f7zAC6CG8jmsvk6P1mZgdGdn7TjE6edJvH88qLOT1HHB1h7J2KtlO34AKM7bJPITN2mbk+LjdZtQuaVtbXba7juBrXbvZ5rIPq90MDdcfM9AIBm01XESadnY2yy3Z6MKvRl4/okkzO3fRLJq33qdzM/39e+PRUBN4ju2X5+XtTt6mUuM2h9srX2B6LvnzHGcEIZIYSQDDqFKl4DetmVbi/PeK/TupHKXUbmpY479pIvHj9l6RxffW52G4I80nKojK+4avj+rRvJ1qaT9bUXuL1rVWag3nITQghZX8oMWvvGmDOttbcDgDHmTAxuM1c5s9j5iee8l+38xC/o9ej8aMcHKO78FHV8gPp2ItKOD1DfDht1ezpQtwkhBHhon2srtkWOmtNP2goAWO65tuPmq7+Vey7bbTILTKtPopF6X/PMR2R+/+y3zxpIe9P9Lo+jnXxPK3W7esoMWl8H4ApjzK1wMxHcQBusAAAgAElEQVQeDRdVmBBCCCGEEEIImSojB63W2s8YY84BoJuG3mytXR56DtYyF7qMB0EtEdmLVDlffzwmlzkmzLefhretTOXMbt0flrBgL/ni3sI0VchM3S5OM23dvmCn8xQ0ZXHELUuuGVq1ZSZ+zG7dU7enySi5N7rdHn7t9LqTlGOe9dtGnxtRzo2q269f9c3SaXcvFB9jn2R9Wf92e3I2ut2YVp9Ef//Dzz99bJkC1O2UqmQuEz14EcAvAXg6XM1dYYx5l7V2pRoRCCGEEEIIIYSQfMpMD/5LACsA3iXffxZuAPuyohOOdg2u2Tc86lxx+H5ltGVPo2yNuta06A44eOq5HnF8NkfdT7JlBXV7/fmBXdsAAK884yQAQLvhZDkikTF/86Y7xshtc9Q9dXv09bNsjrZ7o+s+liEwPf0+KmvbqtHt0Wx0/ebr9jwwq+3KeGxcuz2a+tXvtNrs9X4XULfHocyg9fHW2vOj7/9kjPnGmq5KCCGEEEIIIYSUoMyg9WvGmEustdcAgDHmiQCun65YhBBC1pNvL7Xwoi8MjxZ64/NGbbsybOGKrmF0n6Outb4UyV2N1d3e9br83E97YyX5R1cq+H0W6x4oqn+NsDmyHEtlujiEEEJmgTIt+uMA/Jsx5jvy/SwANxtjrgdgrbUXpSds3s7P+C/fsXIv6PgAVXd+Nkfdl+74RFC385iubn/0pz8CAPiTb90LAHjk9kUAwM+fegIAYHuzOc6Vhhybn7qfRLcJmVeqabdHU7+2Y32Yft9kFtvt8dm4Pslo5qF+x4H97Wqpqk9SZtD6gjVdgRBCyIyQNwgu09FxaS7c49ZOtRrhiK5h6Un4QF1XpeusdL3M9QfCWpdRafT443d3/Dl6zXA95MoUr6lRmYrS9CoO06idnWEdovEJMqblKKo3rdcyafT4DQfjesu/XlHd56cZrg+xTKOZlzXJhBBCiigzaH0lgPdYa8vHUAdQh85PvOi8bOcn/3rIlSmVp8wLugqm0/EBiuo+rxNRtu7zOkfa+SnXqRyepkgX8mQqR5nOD3U7L00V5On2Fgm89Efnn5ZJ28A4ULfZsSebm0nb7bVeY/MQe6Cq6Z/MYrs9VgFLMM0+SdVyzB/sb2+0bmcpM2j9LoC/MsZ0AVwO4P3W2qWxr0QIIYRsYtKOz0XHbQcAXHfoyEaIQwghhMwMIwet1tp3AHiHMeZ8AK8AcKMx5osA3mWtvWLaApJB8iw+f/64MwEAK31nXnn9N+4CAHRmcRdismnJ0+033Hw3AGB7K9+3WvUUTkIIIeNTvTeKkI2FOl0vSoXWM8Y04AIwnQngAIBbAfy2MWaftfbnpyceIYSQ9WNSA4Cb5jN8urJLo0aGYXvO6TSkojR6vMz06DIyFafR6Uvj18v2ZjCy/MyT3w0A+NlTXRCKD35vPwDgD847FQDw0q/cBiDsPTweYYrVqHJUUfcxo+p/7fpQtv5puCKEkHln5KDVGPNmAD8F4AsA3mKtvTI6NmSd68Z3fuL519Pt/JSXeS0vV51b/6ePPQMAcPb2Lf7Y1QcPAwC+c2QFQOgM/dbNd41zBQDV1n0VHZ/haars+FSZJg/qdmEOlW/9MXAFANRtQjYv66H/dXnG1nf94fTa71lst6umLm375tJt9knWg/F1qoyn9ZsALixYx/rksa9ICCGEEEIIIYSUpMyg9d0AXmqMeZS19g+NMacBOMlae621dn/eCY/a2cWbn7VvaKY726NG2KOtKTtaLo/3PS1XjKnz8i/tBRD2UFovC9B5O5yHNd6f8lnH7wIAPGOvq5OHbVlYwxU2R92rDn54hK4CwIv+xn1St+vIONa6zVH31O1itH6B6ep304Q8Lz3xOADATmmztb3e1WoOpF0bw/PZ6LoH1le/X/OpLoCqdHs0G12/g3U7L8xOu7KWut+4dns081C/9YS6naK6nUeZXSPeBuCHAOja1SMA3lHiPEIIIYQQQgghZE2U8bQ+1Vp7kTHmegCw1u43xgx1421rWVxyfGdYkhIMswy50b4GE137tSZjMJjpaJmrJDbOn7NjS+bYoU5vDTlvjrrXva3GKQN1O49ZsnxujrqnbheTH4S6SO5qdPu8pH1O2+vqGF6Oja77WIbA9PR7m3goNrduzwObo+7ZbhdD3Z7tup9Et/MoI0pHogdbADDGHA9gkhCHhBBCCCGEEELIWJTxtL4dwIcAnGiM+X0A/w7AH0xVKkIIIeuKQXb2xjAGt8Z1P7z3KQcAZNdQXXblHgDA4W7BddfJUZ+/nW++3KNkjml6+bMXONILJ7/ya9/JHLtjeSXzfbVvJa9J1p6Fc9JyLHWccK+4ak/h2RtX/+4HXa91+VOd7CozUCx3WZlnaQ4IIYSQ4YwctFpr32eMuRbAj8K9A14Ct09rIZuv85OVGai285PymzfdAWCw4xOjIbLH6wTl132VnYi1UrbjA4zusE0iM3V7uro9PajbhGxWNl+7XQ1st0dTZd2zTzIIdXuQWaz7qmQuHLQaY37bWvvfAcBaexOAm+T3nQA+DeBHqhGBEELIPPC2W3YAyK6BWe7VfwSdyl1GZu1kfOCZo6MhVkGZCKBpObozsJBH6/pNN+0EMBsyE0IIWX+GeVp/xBizaK39Pf3BGHMS3ID1E9MWbBY7PyozUL7zE3dE1qPzs1k6PkB95aZuTwfqNiFkWsxiuz0JbLc3H9Tt6V+vCOr2eAwbtD4PwIeNMW+y1r7WGPMoAJ8C8FZr7Z+vj3iEEELWA4u1vDBdB+f6A2X2h86+yHUKUm9DZmmVlTsIl8p50d71jeg4WE+hc1lUDnvX6wrzu+PV/6UCqfJpDu33uoNanmv2DbsHNpO27Iy+jZr4RwghpHoKB63W2mVjzAsAfMAY89cAng7gNdbaD4zKdPN1fsaXOU/GunR+hpWjqPMzzY4PMKzzM/2OT5oDdbsI6vYk1EW3CZlXNl+7PT6z2m4rB779+tzfp9V+DzfIjAf7JNOFuj0eddHtPIataX21/HsFgN8C8EUAD9PfrbVvrUYEQgghG823l1p4yRePH+ucOGjEpBzuujxe/qW9a86rDJPIHJ+T1tHVX/2d3HN+8An/zf+/0HK9ygtOXQIA9Pouv5WumxN26/d2YFwmKUfr9D8GAHTvDJ2gce/5OLzvafv9/xpQbBK0rOPK+u2lMhskEEIImQWGtegnRv//Rc5vhbDzM/qcvPoZ1fnRjk+r4V7+jz7lyEDaG+7cNbFM45B2fqbZ8QFC52cjOj4x1O3R50yi29OCuk0IYbs9+pxZb7cVlU1ln1abWJd2m7o9+pw66Pau451hsnncIgCgse8wAKDfL68/m0238xg2PTj/jhJCCCGEEEIIIevEVObOHO2agvVXYdSezpkO871t7vFsmnx0Xv81+9oDx4qvl3+8TJpJZNbv1+0flFExpzlPj73r9Zm0TzjzEADg//v33wAAfPDqh/lzLn7kQQDAB25+HADgyEqzVBnKliMlnl4Wy1htvUbXK1yzkU087HpFdZ+93vDC10e31yuy3zi67RINW3tpTnujy1XWjw5fpzlcBur2vOp2YLrtNlBWt+LvRW132m5/80gIxfnPb/g3AEBfnpH3f/nhAIDHynThv3+Pa7d12vB45Si+PympbgPl9TvvPo5KM3ytXZX6XVBw8QYV6/Z02bh2uzyz3m6n+aUetLRdmX67XZ4ydT8K6nYxG6fb7sDjn/4Yf+zGOx4AAJzx2FMAAI/ZuQ0AcPWnr3Xndno58me/D+p21ffdXbAuup1HY3QSQgghhBBCCCFkYxjqaTXGNAG80Fr7oaov/K4nHwAQ9jG67Mo9AMI8+fR4XppRxPOxL3+qy0/nWb/iqj2ZNG+95ODI65WVeVgavV4qT4xa6hXN99e+5vZpbMqa1uu+G9av/s9/Ph0A8I5LDq1ZxrScsYzqTUjL8a4n59erHo/zefU1u4deT+WJ04xi2PWKZEqPV0VZPdm9GMxZL//XvZk0daOM3pRh2NYbZWWgbtdft9fSbgOjy5O22+PIlHcPRpVr2LtESdvty6MgRAv+fPf5759+t8tj2b2C3/GDa3//5KVRGYt0251TTpdUt8eVaRTD3onrrd8knzq326oDO8/6IwB5erQx7TaZDaap27v2bvdpWwtuZmSj0ZDvbjbke57q2v4tfRfNOE+31RtMRnharbU9AL+9TrIQQgghhBBCCCEZjLV2eAJj/gjA/QDeD8CHq7XWPlR4zsKpFif/Ss6RMmuj8o/npdm94H648Xn3AwAOrrqTHveJkwfOnf7aqPHWc01yvS0Lbs775//rVe54I5xw0z3OC/uq965lTWtxmrJpp7XuT++x3nO9x3rPq7teQeHvfv211tqL16Lber/e/R9vBAA88axDPs3V3zkOAPC/PnsGAOC2u50XvVi367emdXoyVbE2qjhN2bTU7flst8umGVemHYthjdI/v8G12QtJNMarbnOW9Fdd/tiB61RRjrJ5VXW9NI3eY2Da+l1Q8PvfBrt6tynW7WrZveBmz2x8u10HNmu7vU6r7ka229VC3Y4pt6b1Kc+9yB87urQMADj4fTd0ajZdH/17t90DAOisdgeuMrJ9q5zsu3mjdTvvUJlATD8vn78BVyIjn6dXIx0hhBBCCCGEEJLPyEGrtfa09RCEEELIxtI0w2feFOMswaMiBTvKJBqVXxV5lM0n5DWOTIdltgsAvPovnSf1VZfeAQA41nEW61/7q/NLX3ttdVE2r7L5VXd/lElkCp6O/OOD8TgJIYTMKiMHrcaYrQB+FcAZ1tr/bIx5NICzrbWfGnZePTo/43c0JpNpfToNx1ZdJ0g7QL/47LsG0qx0itz3VXbgyuS3Xp3KKjs+xWnizs+kuq3TBS+SacFxLpc80v32qJNvBgD81JueNNE1spSZ2rveU3qKZZoc6nZVuk3IvDJuu13HNrK8TFUv66h/u63v0G/csyPz+/mPOAwAuEaW4KynTKOZvF7X0iehbpfLb63cfPW3/P+tthtupUsy+yOWaJZjvvp6w/okZaYHvxfAjQCeId+/B+ADAIYOWgkhhMwOj9vTwcdfeN9Y5zzhk/nrE6eNrrX53KXf97/tkTVXk8j0lZ94YM15qExffe79xYnuy67bvfl5DxQmraIcB2QN0oWfPKl0Hmk5NI8f+qcTfZqNut9D6zaHn3x/ZxriEEII2QDKDFrPttb+jDHmJQBgrT1qjBn6xprlzo++7CeRSTsMcT5T6/wAwL4TB3669fnZc6rs+ADlOz95ZUg7P7PS8QGAM9/mPtei2w0JxPSXV5wKAPiFZ9w9thzjMNO6XQLq9nCZyqK6Tci8wj7J/Lfbf/Jz3wAAfEOCUqqnRz2tz3/jkwHMX7tN3a6vbmvQpWFcL9dlnyQwrE9SZtC6aozZAmkBjDFnAVgdWwpCCCG1xQBolQwOODijaZwpW6WukJtfmlcrmhY3eO1yecT5FE9lKr5OUeTR4abdgqvk1tXk5WgNTBssf5+K8xhPpmKyiceRqWzdbqZ4poQQMu+UGbT+NwCfBnCqMeYvATwLwH8cdkJ9Oj/lOxrDOy1VdKCG55WXX7Wdn/LXHd3xKc5vWOj4sh2ounV8Ytai2y9+0r0AgPMfseTkCkZGXHu7W2/zTtnypkpGd8jL57HWfNI8qNvDWF/dJmReWVufZGNgux0o027rNn+PPMntzLhFPFe9fvYC89ZuU7fnX7fLMly3N4aq+yRlogd/yhjzFQBPhXs+XmOtLV6IQwghhBBCCCGEVESZ6MGfsdY+B8DHcn6bGu968gEAwM52sBZcdqXbiP1wt9yQfUe0kfvlT3X5LXXcua+4as+aZRpXnlimVJ5JZRoXLQMwnXJUWa/jyJTKs1aZpsE7/+X0zGczso7GXlcgrAcg5aFubzxVtNtAfe9BVTJNwjTePwDfiWRjWWu73ZRYER+79hQAwBPOyK4jfPX7LgAAbCvpjYxl2iztNpkOVfVJSKBw0GqMWQCwBcDJxpidCMtDdgE4fR1kI4QQQgghhBCyyRnmaX0VgF8HcBKAmxAGrQ8BeMeU5cIvfXnQEjXumtbYkvGyK/auVaQBmSYJMKIyVSHPJFRRr0C15ZiHei1H1rKWelez0NM6LtTtjWfe7wFQn7Z7o+sVqKdMZLZYa5uha1Z1BlNKX/LaNsbsJeo1qYKq3ockUDhotdb+qTHmrXBrWP94HWUihBBCCCGEEEIAjFjTaq3tGWNeBmCiQatG1Lr+QBsA0B3iWQrHnHWqjDWiKya0a/a5/Jc66aKFYB0vzq+M2WOUTOOYTkaXLy3XWhivXqssRxX1GvK5bv8CAGBn2xUoLZey1nrVKHwX7nGb0hdFPJtMt8uj5xTr9mySlquKvKjbddDtKtvtMvlVew/K5jUsvyrbbZdf9trr9f6p8p2oug1MV7/j6KnD9Jvt9mTMQrvdt6PWCLLdDtctPjbqHOr26Lyq75OsL8W6XZ4y9VpWt2PKaN3njDEvKJGOEEIIIYQQQgiplDL7tP4HAL9qjFkBsAxnQrDWWk7UJ4SQOeUVEuXwwGqxbXMta71e8sXjJ5KrrlRdrnlY+5QXJXUaOrNnIbgCrn8ud+QjhJB5pMyg9YS1XoSdn/Goslzz0PEBBjs/09IX7fyU7fhQt8eDuj1IXXWbkHmF7fZ4sN0epK7tNnV7PKjbg9RVt4ESg1ZZ1/oTAJ4pP33eWvvp0lcghBAyc3Tt4LocXXuia1Gu29+WNDb3eDaN+96UdSsX7XVpde2LrsVyaezINKPJl0nlScs2DJVnmExF5crKnS7aKVNvw8sxTocirde8cpSjnEyP3x2uU6QzZeptlM50R65nJIQQMuuMHLQaY/4QwNMA/K389FpjzNOttf+17EU2qvNTpqNRjul1GiZ5QQ92fMrImD0+rXJMq1OpnZ+yHZ88mcp0lsft/Iyn2+PkXD6wzSxB3Z4d3SZkXmG7PS7zWq6U2W+3g25X3d7Pqw7Ma7kmocq6KBF0dgIdLTM9+CcBXGit7QGAMea9AK4DUHrQSgghZPb5lfMOAwB2tt2b6DKZiqZTgdLjeWm2Nt2x116wBABY6rjf4ylJZdKsVeZYplGoPMNkKpK5jNxl6m1U3Y9TDpUxrxzjUFYfhqUpU29V6gMhhJDZpMygFQB2ATgg/++s4sLr0fkp09GoUuYyTPsFXUUnYi3lmFanclS5ynTG1qvjU4WezCvU7dnWbULmFbbbRGG7TUg9KTNofROA64wxn4Xz9z4bwO9MUyhCCCGEEEIIIQQoF4jpr40xnwPwJLgJ/79rrb1nssuVmS5V3tIUolOlu+8YOR5+KUozzobTVVi/imUO11G589MAw2Suol7LMKruq6vXcnKvrV5jS/qkk/nLTwVc26bSs231H36fAOr2OPKEPDZet6trt10ajEizMe32MJlGt9tAkdxV6EkZyuhSNXVbhT6EfKrRhzzYbpdjGgv+6lgn89RujwN1u1o2c51Mt+xlpwc/EcCT4UrSBTDhoJUQQgghhBBCCClPmejBbwNwPoC/k59ebYy51Fr76rVdumg0Xhw9eBTlIpGuheEyX7d/wf+ys93PyDQ6j0Be1LlJGYyAOOz62XJoGZY6eTehyrodLVM99aGIWdTt4ZTT7f+/vXuPsaO8zzj+vLvrDb6sWUNS1wTbgMF2jc3FIQ0XRVXVCCTS0qotDQRCikVvUROhSC1tMW1CEqBXStIKNWlMqdz6j1LUSiQSbUUFwSSx4wtg7mCKzLUKvq4NtXf37R/vzLnMzsx5Z87MOTNnvx8JLTtnzry/M+fxuzPv3Doj2zNrqlceepHttHbyyJ6LfvfbribffDdHxTvnu7d/E+Pu6N2J36OCykC/naTcftvnPT79dpEGrd9OUt/PUr9su4lDQXvh2nryoHvPvOD65vKznab6efA50voJSWusdffxDu4evKeUagAAAAAAaOGz0/qqpNMl7Qt+XyLple6bTh9m+8fL9kuSxkf9h+MOHnd79useWuzRRp5RgKTluWV99onO10H41BTeje7Bn3k3U3VxwnURrhuf9rv7HEWu16Zy81D0iFAds52+LL9MdEa2ZyLb0c+S1k7R30GnXPSn35ay5Lu5Tor4HNn45UHyz0Tz8/Y63/TbScrtt9MU+zn8DVq/nY5s9y7bF511SJL0+StelSQ9+typkiQTPB/+m48ua5m7P0fii/s7XjyfndaTJD1njPlB8PvHJG0zxjwoSdbaXy6rOAAAAADA7Oaz0/q10qsAAFRUc7Q1eq1L0jU8pssB4uh1RvHXvXYSf31OWLMkTdn0ecLXh1s+j29NedaBTbkWqlONcfNEa4y7fquMdRt3TVc3mSgmDwCAOvPZaX1C0vvWWmuMWSFplaT/sNZOdnhfjN5u/OTZ0Ijnt9EQd9OJpI2faD1pNRWz8eNfY9KGT2uNvduobH9HdTd86pptX+WcpkK2m6qbbWBQ0W/nWmphAzLeLXbz5gxmd79NtsvP9o5XF0qSnnrN/fz0Ze5hLL9y90eyN1yybgefy+Bzb6jvSZprjFki6RFJvyFpU6lVAQAAAAAgvyOtQ9baY8aYDZLutdbeZYzZXXZhAAAAADBIVp020fb71HR4WLOChzcrxGun1RjzUUnXyR1llaTh8koCAFRH849or05bC0/B2/5utD2fu+C286k5eR4T1NNsr4iasnHL71Rj+jxO8notuqZiFZkHAEA9+ey0flHSlyU9ZK3dY4w5S+6U4Rx6u/HTeu1BLzZ+0l9v3/iJ32go8w+wz0aG/4ZIMRs/VdvwkfKv+7pmu4is9XtkkGyXm21gUNFv10Ov+i767bzItp+PnOkeeXP+siOSpM/dt1aSNPF/4bHAenzf/dJxp9Va+4jctazh73slfa7MogAAAAAAkDx2Wo0xZ8sdbT2jdX5r7eXZm8t+p77udDfaEj5gt/UOo1ndsPUUSdJE417L/R4BSmvfrfz7Lz0gSRqbk/+Dj/jc4itDTcUoc92TbbKdr6ZiDFK2pW4+z2BmW0quobnyq5PvogNR1vqn365GtpPQb9cH2fbxo73jkqSL//gySdKmS4JsL92fe5nZsl1vPqcHPyDp25I2S5oqtxwAAAAAAJp8dlqnrbXfKLrhTcHI2aJRN6xywXcWS5IOHi9yZCRtRCy+ndbnErU+9zGvmSMg2WsqVudRwvWnHJckjY92P6Lo95ynwTqHn2zHtt51e52R7bL1JttS8npLbif8PgYz251qcMh3fvTbsa133V5n5HowkO2ZZrY/HZnU+2zXm89B5X83xvymMeZDxpiF4X+lVwYAAAAAmPV8jrTeFPy8rWWalbSsq4aNG1UYLnFkYMFIc+TivmAU9cgJ1+CG7y/q+P5uRi1swqBJWFO0Ht+auqhIUvP8eUkam+Om3fiEa3disvNoWJk1RetJq6nKyDbZJtvdScpSv7Odt6bupGcpLUf9yjfZjke/3VaRJPrtQUG22yqSVLVsDwafuwcv7UUhAAAAAABE+RxplTFmtaQ1kk4Kp1lr/7mbhnfuH5XUvBtcN3cMS/LeVHPI4s+eGSutnSzCmvpVzzeeX9D4//D8/9b11A9hTVWpp1tku7rZXnvv3Ynvf+Pmm0uriWxn0+8sRVXh31sVs1TFmvKi36bfjtY0CLnuFbI9UxWzXXc+j7zZKOlySaslPSzpCkmPS+pqpxUAAAAAgE58jrR+StIFknZaaz9jjFki6R9KrQoAUBHNkeHPPpF+HdCkdfNORm+R6PGeVlPBtO3vjia8y854b5Y2s5pqaadTTY3nehZWjmt714H4du2+WxLf+doXuh+pj/t+OtXUzfcT3x4AYLbz2Wl9z1o7ZYyZNMaMSXpb0vJ8zfV24yfLhkae9vLovDHWrKnYjZ9OGxnJGz9FbPhIcRsjnWvq5vvp7cYP2a5ytqMNhZle/vW/bkzr5tShwc42MKjot+m389U0SP022Z4N2c7+3ipm22endZcxZlzSJkk/knRY0rZSqwIAVFDSHyb3x21DsOE/83l5yfL8YW7clbJlRyNLm77Lz/Oeqx87tW81rD/vK5KknU/dVlgt4feTp54830+/r4MDAFRT6k6rMcZI+pK19qCkvzXGPCxpobV2Z/dNV3Pjp8gNn9bl53lPERscVdnwkYrZ+Ck7D8WIfj6X6dHgkQr3PBl8CDPcmOOZY+mPPibbxbQfah3NDHVT0+zJNjCo2Cbp9J469NtDwTOLxha5m+DY4Hkoh9+dmPHe2dJvDw0F6+SUYJ0ER9AO73frhGzXI9tZDGq2U3darbXWGPOfktYGv7/ck6oAAAAAAJDf6cG7jTEXWmt3dd9c8/zo6AO8pyKnTj91cM6Md0fnSVpWlvbCnz7tdao5ro6ZNSc/wDxa0879c2Jfjx8Rjl9u8z2d2w2FR1gbv7fUUew66VRzU/T7yZ6FbO1ll5y1k8yUJOmqRW9Jkn51/j5J0l+8tbIxz/WLnpMk/dG+cyVJR6eHY5fl0x7ZTq5xZNldMcsP522viWy3L9tn+cX02802e5Ftv3n8/71Fs92+vPizMIrKUlLfneffc3p7fjX1Kg/5sU0yKP328IjbnL3kyvWSpP1HjkmSXn/5bUnSkjUrJEl7Hn82pb3B6beHR5pncq27dJUkaWzRfEnSCzv3SpLOXLtMkrTrsZnrpAzhNabp13r2lt91r2Vw7Zqlf5oyT39qqtL3E5W402qMGbHWTkq6UNJ2Y8wrko7KfSprrV3foxoBAAAAALNU2pHWbZLWS7qqjIa/dfEBSdLYHDekdGNwDvXEpIl9PW6eBSPutfsudfM2zpf//qK2133m+fpHD3Zsz7fmtHmSao6rKanmNN3UaJa60cxNl7Qv41sXZ68x+nrrPF/YPh5bU7Qen3mS1qtPTVnWaxbRWm/+obuOZNS4k/7nDrvpn1/dvMZmweEjkqTh4LpXsj1TETGwEpEAAAkLSURBVDVGl5GnRrJdbr/tM08021lq6uY78KkpLf9JfNZbUo1hvy0l990+2e30OcJs+9RUpX7DF9sk9e63TXDd5sioO8I4NOx+nn7OEknST4x/QJK08eP7G+8d5H47XB+SNDLqNvWHgosUw3Uyf2xu1+0AvZS202okyVr7So9qAQAAAACgjQnvrDbjBWNel/RXSW+01ia+dv7ixfa7116rcNHrHlosSTp4vDnyU8y1GH7LKqq9MmvO1l6e60fyt5uvxvzt5bvmrJj2xkfdL0///DuSJBPMe/o99+yw1l6UJ9vzhyYlSQ+v3hpftKRDU2786Nde+pgk6XDwO9mWyHYx7ZWR7UHot33nKaam6Ivx2fZZrs/nyFdj/vb61W+E2Zba833lli168p13zGzN9mzqt0dG3TWmy1ae5qZPuXtJjH/I3Zl/XnBUcdt3d2Rur4799kTL9ZDLVrl1Mj3lzvYa/2CwTha6dfLEQzPXCVC28VGXx6Rsx70n7UjrsKQFSr4PPAAAAAAApUrbaX3LWnt7IY2YcMQtef83/Q5r/vMUuaxO8xRZc7b2Ug4D5Gi/nBr7u4y87YVZ9eWT7fetu7Zm60TyM7fCO9jF1eQzveh5yHY57Q1atum3sy6vuHyXV2N5y/Cdx3fe8HWyXWw72dvrf789LHfU5uiBI0FJrqa3D7u7CE9NTuVur479tk5MNqYtXHiSpJZvadqti6P72++lAfRS1mxLUtqjYznCCgAAAADoq7QjrT/XsyoAAH119MQJbXvzzcbv917wZsrcEeHRjuCOlVM5HjQ4lHL4YbqYB86iZEPBkcvphHtl9ML2t5r/f/TEib7VAQAoVuJOq7V2f9JrnbDxg24MtZyy1a+Nn9YNn1ZlZ/vbS55KXQTZrrcqZxsYVGyToOGM7G+pcr/tle3JhBsthdm+hGzPVlXOdpy0I60AgFnilQMHdPUDD2R6z5pz3TOIxxa4PyXXXOOe/3f//W805tm9+3DqMoaDjZ5PX3daY9rq1fPda8GOwq23vigp30YVyrdmvvu+Ljr5ZEnSDw66Z4y+eOxY32qSpKk+HvEFABSrlJ3Wqmz8hBs+Ehs/dRDd8JGqs/ETItvIow7ZBgYV/TbyqEO/TbaRRx2yHSftRkwAAAAAAPRVaacHZz0tZ9/r70mSNm8+X1JzlOfoe83bdnda5tSke/3KT35QkrR164HGa48/fiBYxnTwM1N56IFnJiYktd88/8fHj0uSbj3zTEnS7Xv39rqsGcg2siLbKW1Gsi0180226yGa72i2pf7nuwrZpt+uF/rtlDbJdq3VJdtRHGkFAAAAAFRWZW7EFJ7zPhmM3mzZ4m4n9eKLRzMvKzzXftu2Q41pTz99JGinqzJRonnDw5Kkc+bNa0z71OLFkqQLFy508wy5cZZj09M9ri4/sg2y3dlwy10ow3yT7XqI5juabal++abfBv12Z2S7nuqabY60AgAAAAAqy9gSbglvjMm80GCnX3feuUqStG7dmCRpx47m6M3GjS95Lev8891777hjZWNaOLJ0zTW7JUnHjlVn5ADOV1askCSdNzbWmHbDnj2SpCWjo5Kk5/t3V7Md1tqLyDbyINudhdmWmvkm2/UQzXc021L/8m2tNVXJNv12vdBvd0a266kO2Y57gSOtAAAAAIDKqsyR1tCcOe78+JUr3TOEWs+xP3Ei22JbnxsVev757OfsozfmGPfdr5g7tzGtjyM9UblHNUNke/Yi29lE8022qy2a7wplO/eR1hD99uxFv+2PbNdLHbId9wJHWgEAAAAAlVW5I63ovTkjwWjbhxdIkl58wz2/6cQkX2OLrkc1kc+a5e6aixf2TQRT3FewaulY23zDQ827zz77mrt7YXDzO7KdjmzXULTflsh3nG6PtKIpzNw5QebCfjb6ujSzzw1vQBr251PTtu2n1Ozj2SbxQr9doKRsR6fHCecNs502D9n2wpFWAAAAAED9VOY5rQAAIF14RsFdN50rSfrXx95svBZO2/xf+yRJu14+JAAABgE7rbNY0sYPGz7otw/MaZ4EcvfvrJMkXX37NknS0fcn2+YdHXHz3v7rqxvTrr9zhyTpT25w08g2AHTnxiuWS5I+efFiSdIv3vZDSdKFZ58sSbr+E0sb80b73K9ufiH4fY0k6Q/+/tkZy2ebBP2SlO2vbXB5XbW0eXrwxk3PSZK+uuGnJEk3/eUuSdKdQbajr0vSZ9gmKQSnBwMAAAAAKosjrQMi6YZaxpjY6ZJ00qgbszj7w+5W5btePihJuuXacyQ1R00Z+UGvnZhqPoz88lu2SpIO3dI+z8iwy++DX/5pSdJ1wUimJE0HN/cg26iytBshJvXdSf22RL5Rrn959A1J0lWX/qSk5o3uwryFmZSkrc+82/beL97rfl549njb9PDolNQ8YkW/jV5LyvbGTe6MgNYbPz61tz1//7vR/fzOHZe0TW+9OSTb28XgSCsAAAAAoLJ45M2ACL/HcHQ++nua8HqUj687VZL0vafdCOme/zksiVtxB7i9fA+E17Je+7OnN6bd9/BrkqTf/aWzJEl/8297JUnz57oTRb4UXCPy+998ZsbyyLYXst0nSf1267Qk0WxL5DsOj7zpXtgv33Slu+5v5enu+r5dL7mjQv/0iLseb+0ZCxvv2fmSO5K0/pzxtt9/+xfObFv2itOaR2f/MLjO9byz3HLot1PRbxegU7a3/PfrkuK3Sf78t9ZKkn7v7/a0/f7Km0clke0u8MgbAAAAAED9cKR1QOS5phWZMKrZJ2S7dGS7T/Jc04psONLaH/TbpaPf7hOyXTqOtAIAAAAA6oe7Bw8IRngwqMg2BhXZxqAi2xhUZLt/ONIKAAAAAKgsdloBAAAAAJXFTisAAAAAoLLYaQUAAAAAVBY7rQAAAACAymKnFQAAAABQWey0AgAAAAAqi51WAAAAAEBlsdMKAAAAAKgsdloBAAAAAJU1UtJyfyzptZKWDfTD8uAn2cagIdsYVGQbg4psY1AtT3rBWGt7WQgAAAAAAN44PRgAAAAAUFnstAIAAAAAKoudVgAAAABAZbHTCgAAAACoLHZaAQAAAACV9f8FAG/B/2bdcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 936x936 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_input = \"dm_atari\"\n",
    "noise_type = \"none\"\n",
    "env = \"mspacman\"\n",
    "n_kpts = 7\n",
    "logs_base_dir = \"transporter_exp/\" + img_input + \"/\" + noise_type + \\\n",
    "\"/\" + env + \"/\" + str(n_kpts) + \"/\" + \"2021-03-18T12:56:46.725926/test_logs/\"\n",
    "\n",
    "ckpt_epoch = 0\n",
    "batch = 30\n",
    "f_name = 'epoch_' + str(ckpt_epoch) + '_batch_' + str(batch) + '_keypoints.npz'\n",
    "tp_data = np.load(logs_base_dir + f_name)\n",
    "\n",
    "preds = tp_data['arr_0']\n",
    "gt_img_pairs = tp_data['arr_1']\n",
    "kpts = tp_data['arr_2']\n",
    "masks = tp_data['arr_3']\n",
    "fig_size = (13, 13)\n",
    "rows_cols = [3, 5]\n",
    "transporter_plot(rows_cols, fig_size, gt_img_pairs, kpts, preds, batch, logs_base_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic PermaKey viz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WDPQDOUUdkFPsCe3psQc8IUl607F3SpKeaQxLkv74updJkqYb+fp4yGk+9KgBAAAAQGAq6VEzKu8+dK/99XBfblbx5DN8d8Wic6FSZyfPLa0S8pW7t3WbT94yklOJnPZO73Nah7okp6GhPe2EnIaG9jS5DHlzunDUzi/3wVNukCT96P7DJEnX/vxISdKXzrzWbv/q17ZtLw05LYIeNQAAAAAITCU9ajtnIq3fnDzKUfLIL37cSDDd9lE2t8+mcO5HzqZ7ucOo22zyjqxFTkNGTp3iOa1DXZLTstQ3p92FUZfktCz1zWkd6rJYTheO2jpYs799Vu3o/X4tSRodbhTabro61G02ZYz8So8aAAAAAASmkh61+ydH9PqfJI9ydMdruo/8ksaNXNNtH9VLKntdr7hZYdRtNm5koKxlJqf1FUbdZtO/nHbPQBh1Wdec1qFus6E9HUTk1KE9TffLifGWjw9FJn6/6tEX61C32eTN6Vz0qAEAAABAYCqcR63TmXs5Q7S4e4fdvcTts5f7LD92vPvM7ckzu6fN/F6DYWi6Cv0Kto8sx0BO64mcpufULwPkNI/O5c5Td+3Lb9/qW3d+y4sLoz0djJ/5XiOn/p+lPd05bT/3ke+d1nF5Y7aqvh1y2g09agAAAAAQmAp71AAAADDXcfsslCS9+9D9JUk7G7Zr4CN3b5IkTQXbk4xB1jC2t6cx07tRFZGOHjUAAAAACEyFPWrVXRFy94omzaXgs9zd05okeXnktbzK469WP8td1jMIWY6BnNYTOU3nlwH33AI5zaI3ddt9H37LiwujPQ0vA1LWtmDRsL02vmrJ3pKkg/YekyRd+ovHJEmfXbNSkvTxe2zP2o5GwUmcyGkJn3VoT6tDTruhRw0AAAAAAlNJj9oRS2b0p6duTly+ZLTY2fziEbv+lSdvKbSdLM6+YZmk5jwOgzoCVRh1m43L09VdMidJr/9a62tyWl9h1G02/ctp9/KGUZd1zWkd6jYb2tMmV5c7Z+zrtyy6W5L0syn7bNk903ZupGnPa97Dkf1OTt9vX0nSkuFhSdI5hzxLknRw3MPmPlcecurQnoasDnWbTd6czkWPGgAAAAAEppIetYUjRicsn65i05Ka8xtUuY+kfTYVm/k9VHWsWzd3RtYyk9P6qmPd9i+n3ctZx7oMRx3qNhty2tRel/+442hJ0peWfV+SdN3T9pmyn03bHrZHtNxru6sWL2h5vTp+Zu2pmUbusnYXft1mRU6baE+r06+czkWPGgAAAAAExqtHLYqiSNJbJB1ujPl0FEUrJR1gjFnX8fOSfG6xLmuqkNJv555jfhntG5e/ZEJS8/7Tc29cKknaPtN9e8O7yxraqDud9aNu3X3IV5xk63hy2hbivJuWdtxO3jKS02TktKm+Oc2XAXLqo3O5q8qAV4n63E4Nck5n4yv6H9/3RknSR7eeKkn6yvLvSpLeJPvs2rufOrPj9lxOdzTswbzrZw903f/Ts414vaJfKjmdt57nunXMKe1piSUK6O8+3x61L0l6iaQ3xa8nJX2x+O4BAAAAAO18n1F7kTFmbRRFt0qSMWYiiqKxCssVvC9sXCypef/qrkb302Z3heBbp3Qf+aWooiNrhcDV5aV3LZEkzRSdSmYPRk6rU5ecZs1AP9Q1p+3lDjUDdRByThdGtivixDE739mCfdZLku6Y2q/lc8+Y4ZbX5HTwhJxTh/Z0sPj2qE1HUTSsuH8yiqL9JFGFAAAAAFAB3x61yyR9W9L+URT9saTfk/TxpA8b9fZM2N1L2ujJRXo3g3pah6ItTHuZ1i7rzWg1Reti9/oV1Olw4sUdN/u8fbV+c1Idt9VtzjKSU4mcJqt/TrNlYPcrcjrP/LrIWe6e5jQbcppsp7F/Kn1g4jRJ0v0z45Lmz582PkZOk5DTPPvMiva0qFByOpfXiZox5mtRFN0i6RWyNfo6Y8w9xXcPAAAAAGjnO+rjMklPSPr6nPdGjTEdT7/vnxzRWdf7zSciNUd2ycvNGO5mEK9C1jK6z2ephyqEWG43q7wbNS+rsspITslpN+S0e07XxHM/DUeRGvFl47smd3ntI8TvO0s5sn6enCbvN69+tKcbZ9r31bp8Mv6LaNByumbhU5Kkkbh74J5dSzRlss3uRE75vZ9Ujqyf3xPa07l8f9I2SPq1pHsl/SL+/wejKNoQRdFvlFYaAAAAAID3M2o/kPRPxpjvSVIURa+U9LuSrpAduv9Fcz+8cyZKeG7DnqG23wNa9N5dd7/x+s2j8TtVjsLjdwwNE8VlqtfgmO44NmwZ7fi+M/f4uy3rtDz5/vDWDyZtJ72Mft8/OSWn3dYNP6fVSMvpxUcfIkm69vGtkqTDF+2lB3Y8I0l687MPliS9/86HPPfWr5z67Td5eef12z/X35z6KatuQ8tpP9Q3p+3ltgsuWXmXJOnaiQMkSYfvtVOS9LFn3atf7LIj9P3BQ8fG6yTVv90WOR3k3/u0p83tlf83lW+P2ovdSZokGWO+L+klxpibJe1VWmkAAAAAAN49ao9FUfRhSf8Yv36DpMfjIfszn39++cVJs6b3/4qYr0E4hk7cfblXnGSPr31m+E7LL1xvR8Byx160bvKUYe7ysgzCdzwIx9AJOe2fVfGzaa5HrWXZ4gW5ttmvnKbtN+vyrBnoRU5Rf1XnNMnRCyYlSdfqgJb3x6JZrdp7Mu/hoGK0p4PVnvr2qL1Z0sGS/jn+b2X83rCk36+maAAAAACwZ/Idnv9JSRckLL4v607feXPrVZzezC9RrkE4hk7cVYU3/nvnEYo6LW8/9qJ1k6cMVRiE73gQjqETcto/o5E9rotXH7L7PXfF76mZRq5t9iunafvNurxdCDlF/VWd0ySjQ/aGqUtW3jlv2WTD94Ys9Brt6WC1p77D8+8n6UOS1kjafW+LMea0isoFAAAAAHss30siX5P0DUmvkXS+pHNkh+hPNByFfJpquoz80qv7VLuPcuPLv9x+o+q47SRfZej2vRZZt7n+/DL5bad5bJ2Xd7rWT07TyyCR007rzy+T33aqzmnVGfnvGx+RJC0aGdq9l9ceMB7v2+3c/VuvnDYVzUgZ2ymrDGny1V3oOZ2vSHvqN6pd0fYtu2oz8olNqyVJi4ZmJEnxj7yMkU7f94lC286OnNKe7lntqeP7jNpyY8xXJE0bY35ijDlPEr1pAAAAAFAB3x616fjfx6IoOkPSryQlPnhxzNJp/cvr/tO7EMddu0KStHWqN1cLxseMfny67RBcOjabqwz/8eonCq0/PmbPum8743HPUndWtNwTU/Zc/fhr9/dav73cE1NDevkP9stUhqLy1t2hX2h9TU79yiCR0zwGNacbtu1oeT0+NqvPv9g+quy+r0vuI6c+yCntaR7V59Ru95Ydtqe8c06Pzl7wAsgpOU0zSO3pXL4nav8jiqJ9Jf03SV+QtI+k92cqBQAAAADAi++oj9fE/7tN0svTPh+peS9z9+367L0aI1Gxe3CLru+49aOM28lbd+3lHpl3r7bfvfid1/e9jz9J6wd9y5C17hxy6o+czt93+z7SykBOq1vfKS+nfhkhp03k1F94OU3iNtxt/aI9FeS0HTltfZ11O4PQns7lO+rjYbLD8x86dx1jzJnFiwAAAAAAmMv31sd/lvQVSf8iaba64qDf0mZ+91F05vcyyoDBRk7RCyFkJIQyIGxFMxICcjr4QmjLQihDVr4nak8bYy6rrBQAAAAAgN18T9Q+H0XRJyV9X9Iz7k1jzIZKSoW+SZv53cf568ZbXs/MZruqV0YZMNjIKXrhnTe3XiX1f57BKiMjIZQBYSuakRCQ08EXQlsWQhmy8j1RO0bS22TnTnO3PhoxlxoAAAAAlM73RO0sSYcbY6aybNyN/HLrxKgkaSbh6bak95O4z6/fbLc7Oe07b3c42o+h6HbKk3/29hMO3yZJuuycu1re/8p1h0iSrvrpQZKkDVvGJElLRm3hm8fQ2qORVIaZWbsgqe7ciE7HL7XT/6WNukNOkw1iThft1ZAk/fCjN0uS7nt8kSTpJ/cslyT9PTnNtoEAVJVTV+f5n/TJn1PfdclpfZSf0yL56i1yWh/h5nTPa08lyTdBd0oaT/0UAAAAAKAw3x61cUkboyhar9Zn1LyG5z8vHlXFzTLeLu89omddvzzbigEp6xhCuhf90jffI0mabthjezr+vn/3hMckSX/7Y9uz1j46Ttnfv5vV/tYznsi0XXI63yDm9On4Cuf7r1ojSfrN5/9akvTmkx+VJH2ZnNZO2Tkdjeff+ezKOyVJC4ZsL+xXnjhUknTLjnCuW5LT+hjE9tQXOa0PctoUQk59T9Q+6b1FAAAAAEAhXidqxpifFNnJjGm9N9Tdm+nu1dywZbRlebq0e03rIMxjGI6vJK9dZr8jd3+uu4/bx4e/fnTL6z95w8aW18eOJ33/rTPHJ5UhbbnLW1bktJMwj6GMnDrPO3BHx/fJaX2k1fX8p8zswSbV3bee+38lSV+asL2ub3iW7W299Dn2+dvf+fmLPMtVJKfdy+i+L3JaJ4NwDFmVdczdt0NOy1N2e+raoqJ1u6e2p11P1KIomlTnp/MiScYYs0/mPQIAAAAAuup6omaMWVLFTi9YtV1S/pnBUZ29h+138qE1k5Kyzbr+oX+wPWl3P7q44/tO2vefVoYiZcyCnIarSAYWxKM5/eVbbe/I8JDd1nuuOKblc+S0PvLWdVLdjQ7ZjHzqYPvc7Vj8evqZmZ6Uy6eM7vslp0B5yGn57alvW1VVucosYz/a0/qNGwoAAAAAA853MJGS+J5Z5r25t05XPMq+gbmcY2+OWNM+67rbfnK51z+wb8r7ft9/Whm2xxe185TRDzltGryc7nhmWJJ00h+d3PL+7O5VyOnc7ddB8nfhdK6DpLq7b5e9K2Cf6en4neH432zPQBbJafr3S07nbr8ewmxPe6PYsY+N2PXXHGR7KjY+Zn9GG42y6oCcOmW3p/51m7dcg92e0qMGAAAAAIHpcY+ak3RlofOoLGnSR6QpX/Ls5X7aR4bJX45so+a0l3tyur2Si9Rd2rr1+X6776c+x0FOO7HrziaWpT7fb/f91Oc4QsvpBx8+Jt5u54JMzQ7Fn68yp2nbqM/3230/9TmO0HJaXntapWLf7+3b7J+pXzz3DknS3vExuPkw191v5zT85k8PKaW05LTKnHavW9rTzuhRAwAAAIDA9KlHrftloCtP3iJJGh/zu1y0dcqewR5zzYqU7Zd3Nn7Ojd3vc03jRpS5+tTNhUrjjtnVQTLfcldZd1bY3+9c5JSchvr9zkVOy89pfA0zcc6bXua0zt/vXHU+jlBzWlZ7WoZqvt+X/mi5JOk3Dn1KkvSqS0+QJH3ubXdLkr5x87MllXkk5LS6nHY/dtrTzuhRAwAAAIDA9LhHLdvs5FHOE9D0WdXLUO7VxqzHajIPHNO57rPOql6mcL9fcpq4NXLqjZxmEVpO0+q2FzkdlO93UI5DCi+n3nvKu6KHir/feP1199vRox/ftpckadvOkZblZTl+eUOSNBLPr7nhSbsfcuqP9rTc75ceNQAAAAAITJ+eUQMAAACSbdtl/0w9//JjWt5vf+37TFGSE19gn4V7/7mrJElrjrQ9eDfeZp/Teu8n1xXaPpAXPWoAAAAAEJge96jZmzereI5kLnev6frN7fvxmRm86A3Poc4+71f3yXUXjmLfrw9y2j/k1B85rU5a3fYip3X4fn3U4TjqmlNfJT/I1aI332/a/ose459/9IWSpE9ddrsk6RMX2B672+6ZkCQtXljOn8t7Zk5pT4vklB41AAAAAAhMn55R6z4zeHXbT+bmTsg6g7tz9g3LJEnbZ/KXoVq2br96kr065GZ+z8p3tvYqLR6xx+K+Mzd7ffIcHFllGx0oP3I63+DktHd1S3tane5125ucVvv9Vt+eOuS098ipLxOXc3X8bNpDj+6QJL3shftLkr7+nV+Wsp89O6e0p3kE8ecMAAAAAKBpQEd99J8Z3M2V4HpP8pp/Jl/l7PP5rV02Jan4CEl555gog6vrE5bb76w56325Lo+v7iwds1d3jrt2Rcn7I6dJBiGng2NPzmn3/PUmp1U+X9S79rR65DQJOU03NZXG4GEAACAASURBVGV/z//eq1ZKkh7YtF1S85gbpd1KQ06TkNPO6FEDAAAAgMAMZI+au0f0irhHZHLantGed1PyPaJ5r7zPn4E9fxn6oc49Du4C14yp5iBGIruD4YrqiJz6q3NO627PzKnd3+Uvcc9M2Nfnxs8ZbJ/pfIDl5jRfGfKquj2tGjntb06/Gj+Ts3jE9kydc8PyrmXIq6qcvvKcH3ZdPjub8wGxNuSU9jQretQAAAAAIDAD2aO2q2HPYC+9a4mk/CPl1L0Mg8pd/TnrenvFrqq63bBlTFJzBKKy9xNCRkIoA8IWQkb6VYYvbFwsqfncgStHL1Vdhl61p1Ujp/3J6eiQPcjxAzdIkhaN2aEFj9pvrSRpw2P7l7KfqnM6O1vts0sOOaU9zYoeNQAAAAAITJA9au6ezhnPKxzt94A24tfrN48lrGEy7yMrnzLYz7W8rJw77oa7ebngfvPcf9uL77cYu/20eS/IaXUGIaehIKd52P3dOtF9f9XmNFsZwm1P/ZDTPPqf0//1umslSed/7+WSpDOed58k6QOn3CBJeve3z2hZh5yS06T90Z52FuSJ2nnxH8i+k9Zm7VqcnI4y78Nnm3k+77pHe7Xfso97Zrb6MvTvVpyk47I/aOS0uv2S0/KQ0+r2S07LQ06r22+VOR0dbkiSPvDSmyRJQ/EgXAtHW4eUJ6d+yCntaTtufQQAAACAwPS4R63zcOft8wjevnW063Inedj07vtpmPR9pJUxbblPGSRpw5akcrQfnF/dJUvr9u2dqr/f4sgpOSWnvvsZzJzmq9ukz2U5/qJlIKed90NO5ysjp7+csD0Q4wuekdQ8gl9OjHctAzntvB9yOt+e3p7SowYAAAAAgenLM2pffnH3CefSlqdN1uez/LITthYqQ9VlTJK23zroV92VXU5ymoycktMsZQg1p1mX56m79uUXrh8vVAZySk57mdPP/OhlkqQrX7q55bNu3Z3TI15lJKfklPa0M3rUAAAAACAwkXHDYJboBStWmO++6U1ymz7mmhWSpK1T9syy+P21fp/rtrxoGaovY9Z7gOvQU5Ht3t28dTc+Zv/njtc8LkmK4s8d/PnP32KMeaH7PDktYzvklJwOYk7z7a+M7YRWd+S0l2Ukp+SUnLbbE3M6Fz1qAAAAABCYnjyjNhK5s+3Op8vJo6f4LS9jO0XLUH4Z/Xo6s34+RGXXnctbVuQ0z3bIadbPkdM65DTf8jK2E1rdkdP8y7Nvh5zm3Q45zb88+3bIad7t5MkpPWoAAAAAEJhKetR2TE9r3a9+tfv1/zzuV10+PUd8xjk8ZP+nUd4EGeijofhK1WwFz0N2s/6x7stz5xQDaeByWrA9HUq4RDhLu9xX5LQVOQ0TOW1FTsMUak7nokcNAAAAAAJTyaiPURSZpPt9O1m9ZrEkacli28H3xjceKEn66lcflSTddttTJZcQvbB60SJJ0gv33VeSdPNWOzfIvTt39qU8DWNaRtXJmlMMpkHLadH2dDi+8vvmtzxbkrRqla0fdyX5Yx+715aTK8E9RU5bkdMwkdNW5DRMoed0LnrUAAAAACAwlY362MjQU7fpkV2SpKuueoGk5hWKHbtmMm8L4bhr+3ZJzfGBnpyakiR97LDDJEmffuCBfhSrBdnCoOW0aHvamLHLX33GsyRJN9wwIUn66U8n4vVn43+9i4QSkNO2fZHTIJHTtn2R0yDVIacOPWoAAAAAEJiezKOWxt2bOxNfefj61+1wKPfeu6NvZUJxC4eHJUnPXbhQkvSGFSskScfvs49dPmSvE+ycne1D6QBr0HJaVnvqnq1Yt26bJOmOOybj7ZdSTGRETjsjp2Ehp52R07DUKaf0qAEAAABAYILoUdu5015ScFco/uzPVkmSbrnFXnn4+Md/0Z+CoZAPH3qoJOnYJUskSWffeack6cCxMUlhXKkABi2nZbWnn/70fZKkP/mToyQ1ryy/8Y23xfupV73UHTntjJyGhZx2Rk7DUqec0qMGAAAAAIGpbB61POuNjtp7eI86ys5v4K5gTE8zHE4djcZzlRyx996SpI19mp9ijnnzqfSzMAjDoOa0rPbUzfvjbNzIs8P9QE67I6dhIKfdkdMwhJ7TuehRAwAAAIDABNWjhqbREXu2/9yDFre835i1VfvzTXYOiNXPWdJx/bsfmmzZzlHxdu591K43PbNHfkX0qJWMnFaCnJYsKaeOyyE5zYSc5tSeR5ev5x1iXw8PRR3Xa29PXTvb3t6S0xbktGT83q8EPWoAAAAAUBdBjPqI+S55xxpJ0pEH2fuZP375PS3LFy6wc0Bc/I7VLcv/x3lHS5LedvEtkqRPnm1HKPrf1/+qZbtX/dsmSdKt922r5gCwRyCnqIOzT18pqZnTf/jhI5KaOXzHn98qiZyiN879redIks54sZ276bc/8X9blrf3qLkcnv+XdoTAS+KcXvS3d3dcz+WSnKIK/N7vLXrUAAAAACAw9KgFyl2pGBtpPZd2VyjcFeD2K2/u9YKxoZbt3HrfVknSh9/0XEnSW3/zkPh9rlggP3KKOnDP/iyKr/S63LkrvTuftnMlkVP0wrd+8qgk6cyTDpAkDcXN5wOP2REA3bM/Ln/u3x1xTj/W1oPR3t6SU1SJ3/u9RY8aAAAAAASGHrVA/dFXN0qS3nTawZKkk9Ysk9QcTWfb9hlJzdFz3HL3evNT0y3beecZh7a8vvPBpyotP/YM5BR10mjY0cTWPne85X3Xk0FOUaW9Ru218Te/wraX9//K5u7s31zZ+rmx1mvoLoduVL0XHb20Zblrb7eQU/QAv/d7ix41AAAAAAgM86hhT8J8KqgDcoo6IKeoA3KKOmAeNQAAAACoC07UAAAAACAwnKgBAAAAQGA4UQMAAACAwHCiBgAAAACB4UQNAAAAAALDiRoAAAAABIYTNQAAAAAIDCdqAAAAABAYTtQAAAAAIDCcqAEAAABAYEYq2u6Tkh6qaNtAXs9pe01OESJyijogp6gDcoo6aM/pbpExppcFAQAAAACk4NZHAAAAAAgMJ2oAAAAAEBhO1AAAAAAgMJyoAQAAAEBgOFEDAAAAgMBwogYAAAAAgeFEDQAAAAACw4kaAAAAAASGEzUAAAAACAwnagAAAAAQGE7UAAAAACAwnKgBAAAAQGA4UQMAAACAwHCiBgAAAACB4UQNAAAAAALDiRoAAAAABIYTNQAAAAAIDCdqAAAAABAYTtQAAAAAIDCcqAEAAABAYDhRAwAAAIDAcKIGAAAAAIHhRA0AAAAAAsOJGgAAAAAEhhM1AAAAAAgMJ2oAAAAAEBhO1AAAAAAgMJyoAQAAAEBgOFEDAAAAgMBwogYAAAAAgeFEDQAAAAACw4kaAAAAAASGEzUAAAAACAwnagAAAAAQGE7UAAAAACAwnKgBAAAAQGA4UQMAAACAwHCiBgAAAACB4UQNAAAAAALDiRoAAAAABIYTNQAAAAAIDCdqAAAAABAYTtQAAAAAIDCcqAEAAABAYDhRAwAAAIDAcKIGAAAAAIHhRA0AAAAAAsOJGgAAAAAEhhM1AAAAAAgMJ2oAAAAAEBhO1AAAAAAgMJyoAQAAAEBgOFEDAAAAgMBwogYAAAAAgeFEDQAAAAACw4kaAAAAAASGEzUAAAAACAwnagAAAAAQGE7UAAAAACAwnKgBAAAAQGA4UQMAAACAwHCiBgAAAACB4UQNAAAAAALDiRoAAAAABIYTNQAAAAAIDCdqAAAAABAYTtQAAAAAIDCcqAEAAABAYDhRAwAAAIDAcKIGAAAAAIHhRA0AAAAAAsOJGgAAAAAEZqSKje6z115mxaJFu1/vmImq2E0hC0eMJMmVLMQyhmxRXH9G0s5A686V0blvYuJJY8x+7jU5HXzktDfIaTHktDfIaTHktDfIaTGDkNO5KjlRW7Fokf7i9NN3v96wZUySNGOS1uitkUg6dul0/P+2UKGVMVQjcebXLpuSJM2YSLdPjMb/369StWovo3PmN7/50NzX5HRwkdPeIaf5kdPeIaf5kdPe6UVOh4c6b6gxG+ZJja9BymnLOlUUZO/RUR1/wAG7X593ywpJ0sRUGHdaLh2b1Y+P/LUkaXxsVlJ4ZQzV0ri+bl39uCRp69SQ3rXBXgQIpe7ay5iEnA4ucto75DQ/cto75DQ/cto7vcjpe09/UJK05uDtkqQ7Ni2RJP3Nj1ZKqu8J2yDldK4wSg4AAAAA2K2SHrVIUhRFMnFX44yxZ+cNE8ZZ+kxLOaKW9xpxmY93Xc/xqeyGLaOZlg/v7t60n5uxJ9G6Ne6GTVvevDvZMaWUq3151nI1665ZvtDqrr2MUULsyCk5LVLG/uc0tONoHktoZSSntKfdcxpGGUPVPadh1B3tqf/yL/7bcyRJf/iqX0qSfvdFj0mS/uoHz2nZb90MUk7nokcNAAAAAAJTSY/aILhglb13d8movQRx7o1LJUnb4xFk0pbvPWzf/9CaSUnS5LR9/7yblnotr6pc7cvLKleZZayq7gZRqHVNTnuX0zocR6hlJKe0p8Bcdfh5K1pG9wzaTffZ91+71v95KfQePWoAAAAAEJhAe9TyjqNZxj2oaVc3/K5+uCsXZ12/LNfypDpI22/+5VFcLiWUy9Vtt++m6roro4xlIqfktJ85rcNxkNPO5Qqh7mhPswtkjO/S1KHuelXGOvy8lVPGE4/YKkn6y7feLUl6zxXPb/tEaDnfs3NKjxoAAAAABCawHrXOI3GlSR/hK4+kbeQrY6jqUHfZR3irGjnttTrUXTVl9FGH4yCn+dGedtLbnzdyml8dvt+5Br89Xb3YFuqvr15l39i2UJJ0wvLpEspWHnJq1by5AQAAAIDBE1iPmnXlyVskSeNjfveKbp2yZ7DHXLOixFJ033fWMoZqft0lHU+WqwTl1l17Gd1IRlefurnj8l4hp71Tx5yGovhxhFfXoapD3dGe5je4Oa1eHb5fHwPZnh62OcO+e4ecWvSoAQAAAEBgguxRc3xm7C5f5/tU22d2d/pTxuoUe15hz6w7ctp75DS7vMdBXedH3WVXh+OoQxlDNSh1R3s62EKqO3rUAAAAACAwQfeoAZ1MTttLHa//yXJJzStSAIBsaE8BIFz0qAEAAABAYILuUTN9GVjJXl30nUOmP2WsjrvHef3m9uN3N+x2O+De1F2xMpaPnPZeHXIamv78vO2Zde3Uoe5oT7OrQxlDNSh1R3s62EKqO3rUAAAAACAwQfaonX3DMknZZwb3NTkdzduHu0+/qfvM71nLGKr5ddd9qJtOzzNUXXdZy9gr5LR36pnTMFT980ZOm/qR07ffvK8k6ej97Pw/jVn7+Z8/+ayuZRwbtusPx/+uOnC7JOmuR5dIkqZmuha9dHlzGg3Z41392wskScsOs3/WbNvUkCQ9drsdIW/LvdMeOS23jKHK87tISstpd7SnDu2pL3Jq1fxrBAAAAIDBE1iPWrb7b5PWT9MwPvvoPnt8/jKGKu3+aLs8+f7quaqquzB60shpP5HT+ao+jvS6Jqftqs/pcGTfX7Py55KkVz/vPknSfZuXSpJu3/Z8SdJdj+8X76s1l+867WFJ0glHbJUkHbdyUpK07n7bQ/fev3t+lzKVqVgGxhbZ9YdH7b/7HDgsSdpw1U5J0ssvsj2E1/zhtsI/C4Ob0+78ctp9H7SntKf57dk5pUcNAAAAAAITWI+aU+0VlMUjRpedYK8iLhm1p+Dn3mivQm6P78u//CUTOZdHu/chSVecZD/n7pM976alXsvn14Hx2m/W5VnL1Wn5hevHS6q7ul03IKfktJ/S6lopy8vJADntT06jIfvs1TuPeEaStGXI5vJ79x4lSbro1BskSe/+9hl221N7tRz7N25+tiTpv5zyiN3O3x4jSbrj4X3UH93b08Uj9mGQ9ro8/3b7PMqRr7DHF8U/nr/1GXsc07vm9j7kbbP98lLXnKbXS5HfdWnHQHvavpz2NPycDg+17qsxW90wkaH8hAAAAAAAYoH2qFVrVyPSFzYultQc2WVXo/XsuOhy9/rSu+z98e0jw6QtT1J2ubOWq9PysusOFjklpz76nQFy2p+cLoxfb1nwy5bPv/+lN0qSdkwnPWsRbz++ALxg1Bbq/Fc8JEn64g8OlSTdsWlJwvr9kVSXs/GDKY3pzuvNJryfx6DmtBdoT/2X054q037LlFTGsVH7xnGrbQ/bBeeskiTt2Gm7MS/81HpJ0tR0+YWmRw0AAAAAAtOTHrWReHQqN0pVu8but32vsLjt5dtOw0i3b+18tdFts315+7ZvnRhL2YddYcOW1u20lzl5eee6CrHc/vswKWX01fn7d0YScpaGnM7fvkNOQ8yp3XBVddlcbrezfnPn7TSMCfL7bl0+eDndGfeYrXvkoDmflmbi9RuzQ/H2Ol+P3bbL/vo//3L7bNqFr3xQkrR4r0ZLGUNpT93n2+vSvf+dC7embMEk/iym7XPQc5rWVnWS9fujPXXLaU+b5XD/F35Or7vqdEnS2JhtT//un+6XJP3iQTta7jVfOU2S9Mqzf9C1jHlySo8aAAAAAASmJz1ql8cjxyTdb+pmAncjv6RxI9JcefIWSdLktD3fPOfGpYnrtK//xRPdqDp+95MWLWO/VF3uyekhvXedG6XMbx/NUXVmKymj74zy88pFTvuGnPojp/0TUk7dlfmjplfH+7J1f05cxsl4/VnTfTv3PGRHR1yy0fbMffAg26OmgzZLqk9OzWz37ZDTZLSntKf9UKecDg23Pqv29t8/UpL0wKbtkqRFe494lTFPTulRAwAAAIDAVNqjFt/yq7XLOg+7FN8mm/kM033+hOV2u1un2s+Uuz8bNDIkrV02JUlaulf3+0XnlzHtuaPOZYz8TuZL41tup9H2ed9yTzwTZa4bV/fjY6atjH7KrltySk7nbtupf07zZYCczhdyTl8wbrftchpFrictLbD2c8NDdr21S2e8ypiG9pSczt22Q3vqtx1yOl8IOd21y7aPP7zhMbtevOLhK+0okbdvnMhVRh/0qAEAAABAYAZyHrX0WdWL+/KLu8+wHqr2clM3/UNOk5HT8hQ9TnKajJyGg5wmI6floT2tTsg5vfDTdp60B+Nn0trNxD1sCyuoYnrUAAAAACAwA9mj5s6M3/jvyyrbxztvbj3Dzz4nSH+0l7sX+6hL3fQaOU1GTstT9DjJaTJyGg5ymoyclof2tDoh5/TuX2zz+tzCtKngcqBHDQAAAAACU0mPmlHynBS9Ya9YJJ8pG83Ec8vMzGa91JC27eY+Wj7X9ysa1ZR7pmWOnvR6L1PRuiWndh8tnyOn6RvLqH85zVaX+bdDTpOR094hp/OR03a0p3YfLZ8jp+kby6jMuqVHDQAAAAACU0mP2h0Tozrinw/w/nyv75/dOhXphd/dP9M6Wcvo5s7IUg9V6EW5+/H9ScXrlpyS0yqR02TktLx9FEVOk5HT8vZRFDlNRk7L20dRVdRtZYOJNFq6HHvNfjNpE9t1W5Y08V6ebWfZT3N5tkkSk7aXtn7SdtKWd95Osbrx59tNno6c5tsPOfVRdU6711V5x0lO5xuknHaWXHfd1qE9zbMfcppfeTmlPSWn1cmTU4dbHwEAAAAgMAM5PH/ahIKLR4wuO2GrpORJ79ImxUtb7lOGbsuTFC1X2oSCecp94frxTGWARU7JaRmK1nUacjrYOe3FBLy9QE7JaRloT8lpEVXklB41AAAAAAhMZEzyDZpRFL1E0lslvUzSgZJ2SbpT0rWSrjLGdJwBLho72GjFBeWXNjY+ZsdWveM1j0tqPrx3zDUrWj7X7V7UrPfSZl1uNl00v+CSokMu8dxOOfcA+94jXGQ7Wdd139v4mF3gvretUxVfN3jkoluMMS90L8np/M/NPNw5tyMrW3NLTivkndNy6todX51ymn075DRZWl0kHCTtKTnNsG74OR3c9jT77/W0/ZDTZOXkdK7EPUdR9K+S3iHpe5L+X9kTtdWSPi5pgaT/E0XRmZ4lBwAAAAB46vaM2tuMMU+2vbdd0ob4vz+PouhZnVZcOGK0ZvmUdyE2bBmVlH/EqJH4dPOE5dO51vfRXkbfkWJOPO4zkqR1t31CUrVl7CRruYcj+4G1y6or50jBDom8ZVz/SOtrcppcl+25rTIPEjmdq+ycprdVrR8IIadm04c7rudy2S+DmVP7b79zmlU/c5qUT9dDUXV7mYacNtGeNkWHfFZSM7/kdL5QcjpXYpHcSVoURYuiKBqK//+oKIrOjKJodO5nAAAAAADl8Rn18XpJL4uiaKmk70taL+kNkt6StMIRS2b0rVM2exfiuGvdPaD5rqy5UVay7DOrvGV0PRJOlWXsJGu53Ug4VZYzeS4NP3nLeOjPWl+T0+S67HVuyWkTOW1qvwLc6/azHTltIqfz89mL79sHOW0ip03tPcHkdL5QcjqXTydfZIzZKen1kr5kjDlL0ppMJQAAAAAAePPpUYvi0R/fIunt8XvDXVeQ332eXQaczCSKz4BHypkGocX8Mto3jl9q7z91x9m819a+XnrExZKaI8i4993nquLui51/VaBzuWfsQFq6daK1XG79qII63V2igt9/0TKS0yZXlw9d+L6WzzWVm1ty6i9/TrNlYPf+Asjp7qVtV4BdXdKezlffnObcXx9zuvvdhGfVyGmy+ua0vu2pe3bSlbE5MqVa3m/P6fCQeyjTfa7YQZDTfHx61P5A0kckfdsYc1cURYdL+nHxXQMAAAAAOunaoxZF0bCkM40xu4fhN8Y8IOnCqgsWugtWbZfkP7u5m538rOuXV1qu285onQOiXXu5y5g1HeEip8iagX5oL+OSw+wdCa6M7VeAySn6wX3f//SWD0ma/7M0Ptb6eXI6eOrYnmb9vX/sAU9Ikt507J2SpGca9ia6P77uZZKk6Ua+oRHJaT5da9sY05D00h6VBQAAAAAgv2fUbo2i6DuSviVph3vTGHN10gpG5d2H7qOX+3Kziief4bsrFp0LlTo7eW5plZCv3L2t23zylpGcSuS0d3qf0zrUJTkNDe1pJ+Q0NLSnyWXIm9OFo3Z+uQ+ecoMk6Uf3HyZJuvbnR0qSvnTmtXb7V7+2bXtpyGkRPidqCyRtlnTa3H1LSjxRAwAAAADkl3qiZow5N+tGd85EWr85eZSj5JFf/LiRYLrto2xun03h3I+cTfdyh1G32eQdWYuchoycOsVzWoe6JKdlqW9OuwujLslpWeqb0zrUZbGcLhy1dbBmf/us2tH7/VqSNDrcKLTddHWo22zKGPk19UQtiqIr1KHf0hhzXu69AgAAAAAS+dz6eM2c/18g6Xck/arbCvdPjuj1P0ke5cjNLZY08ksaN3JNt31UL6nsdb3iZoVRt9m4kYGylpmc1lcYdZtN/3LaPQNh1GVdc1qHus2G9nQQkVOH9jTdLyfGWz4+FJn4/apHX6xD3WaTN6dz+dz6+L/nvo6i6OuSfpp7jwAAAACArnx61No9V9L+6R/rdOZezhAt7t5hdy9x++zlPsuPHe8+u3zy7PNps9PXYBiarkK/gu0jyzGQ03oip+k59csAOc2jc7nz1F378tu3+tad3/LiwmhPB+NnvtfIqf9naU93TtvPfeR7p3Vc3pjNN39aOnLajc8zapOytRjF//6npA9n3hMAAAAAwIvPrY9LelEQAACAQXfcPgslSe8+1N6ctLNhuwY+cvcmSdJUsD3JGGQNY3t7GjO9G1UR6bxufYyi6ExJp8QvrzPGXNPt8wAAAACA/HxufbxE0gmSvha/9QdRFJ1kjPlo9zWruyLk7hVNmkvBZ7m7pzVJ8vLIa3mVx1+tfpa7rGcQshwDOa0ncprOLwPuuQVymkVv6rb7PvyWFxdGexpeBqSsbcGiYfvgy6ole0uSDtp7TJJ06S8ekyR9ds1KSdLH77E9azsaBSdxIqclfNahPa0OOe3Gp0ft1ZKOM8bMSlIURV+VdKuklBM1AAAAAEAevqM+jkvaEv//vmkfPmLJjP701M2Jy5eMFjubXzxi17/y5C0pnyzP2Tcsk9Scx2FQR6AKo26zcXm6ukvmJOn1X2t9TU7rK4y6zaZ/Oe1e3jDqsq45rUPdZkN72uTqcueMff2WRXdLkn42ZZ8tu2fazo00Lb/R8IYj+52cvp/9M2rJ8LAk6ZxDniVJOjjuYXOfKw85dWhPQ1aHus0mb07n8jlRu1jSrVEU/Vi2Fk+RdJFnGQEAAAAAGfmM+vj1KIquk31OTZI+bIz5z27rLBwxOmH5dAnF68zNb1DlPpL22VRs5vdQ1bFu3dwZWctMTuurjnXbv5x2L2cd6zIcdajbbMhpU3td/uOOoyVJX1r2fUnSdU/bZ8p+Nm172B7Rcq/trlq8oOX16viZtadmGrnL2l34dZsVOW2iPa1Ov3LaUoakBVEUHWqMeVCSjDGPSfpO2/JI0kHGmEdy7x0AAAAAME+3HrU/jaJoSNL/kXSLpF9LWiDpSEkvl/QKSZ+UNO9ELZLkc4t1WVOFlH479xzzy2jfuPwlE5Ka95+ee+NSSdL2me7bG95d1tBG3emsH3Xr7kO+4iRbx5PTthDn3bS043bylpGcJiOnTfXNab4MkFMfnctdVQa8StTndmqQczobX9H/+L43SpI+uvVUSdJXln9XkvQm2WfX3v3UmR2353K6o2EP5l0/e6Dr/p+ebcTrFf1Syem89TzXrWNOaU9LLFFAf/clnqgZY86Komi1pLdIOk/SgZJ2SrpH0ncl/bEx5uniRQAAAAAAzNX1GTVjzN2SPtajstTKFzYultS8f3VXo/tps7tC8K1Tuo/8UlTRkbVC4Ory0ruWSJJmik4lswcjp9WpS06zZqAf6prT9nKHmoE6CDmnCyPbFXHimJ3vbME+6yVJd0zt1/K5Z8xwy2tyOnhCzqlDezpYCj4mBwAAAAAom+88apkY9fZM2N1L2ujJRXo3g/pYnieEZQAAIABJREFUyudsYdrLtHZZb0arKVoXu9evoE6HEy/uuNnn7av1m5PquK1uc5aRnErkNFn9c5otA7tfkdN55tdFznL3NKfZkNNkO439U+kDE6dJku6fGZc0f/608TFymoSc5tlnVt3LaDZ9uOP7D134PknkVAonp3PRowYAAAAAgUntUYui6GRJtxljdkRR9FZJayV93hjzUNI690+O6Kzr/eYTkZoju+TlZgx3M4hXIWsZ3eez1EOZ1t32CUnSxGWt70eHfLbrer0ot5tV3o2al1VZZSSnzc8/57LPdVx+4nGfKVymbshpulBzuiae+2k4itSILxvfNbnLax91a0/by5H18+Q0eb959aM93TjTvq/W5ZNxh8Sg5XTNwqckSSNx98A9u5ZoymS7zk9Ow/m9P7LyEknSzMMXSepfXmlP/fj8pP1PSTujKHqBpP8m6X5JV5ZWAgAAAABAC59n1GaMMSaKot+W9FfGmK9EUfT2bivsnIkSntuwZ6jt94AWvXfX3W+8fvNo/E6Vo/D4HYO7UtEuraegbG5/Sfcmt3PHsWHLaMf3nbnH321Zp+XJ94e3fjBpO+ll9Pv+yanUMK0faM9L8vNX5SKnyZJzWo20nF589CGSpGsf3ypJOnzRXnpgxzOSpDc/+2BJ0vvvTLzhoo2tDLMpqb20V35dTsurB7+fj7RyJT3P4J8BzdtOeTn1U1bdhpbTKiW1U64d63VO3fKkvztcD0q7Zk7bM2AXXLLyLknStRMHSJIO32unJOljz7pXv9hlR+j7g4eOjddJqn+7LXIazu/99pwUrw/a0+b2yv5d5XeiNhlF0UckvVXSKfEk2KMp6wAAAAAAcvI5UXuDpDdLersx5j+jKFop6U+L7PTLL06aNT28+SiS+B5D1p6CsmXdr7sv94qT7PG1zwzfafmF6+0IWO7Yi36/ecowd3lZ9qScOuS0fjnttVXxs2muR61l2eIFhbb9T2/5kCTp9752aaHt+PLNQFK52tfPmoFe5BTV6dXv97QMuOXOksMuliRN/vIjHdf3bYuOXjApSbpWB7S8PxbNatXekzmOBL2QlBfXc1VVrx7taTV8TtTeb4zZ3QoZYx6OomhNhWUCAAAAgD2az4na6ZLaLxe9qsN73t55c+tVnN7ML1Eu32PoVw9F3mfh3FWFN/575xGKOi1vP/ai32+eMlRhT8ppr5+dLLpfcto/o5E9rotXH7L7PTcq1VMzjULb7lVPmuObgaRyta/fLoScojq9+v2elgG3/Nz4tetJS1rf1+iQfWDnkpV3zls22ahkGl6UoF9tBu1pNRJ/0qIo+q+S3iPp8CiKbp+zaImkG6suGAAAAADsqbpdEvkHSf8q6WJJc4dqmTTGbEnb8HAU8mmq6TLySzn3qab3FHQeJScr/3J331/7dpKvMnT7Xous21x/fpn8ttM8ts7LO13r39Nz6lMGiZx2Wn9+mfy2U3VOq87If9/4iCRp0cjQ7r289oDxeN9u5+5fvzK0j0qX/SpnOTltshsq3tPcz5z6yld3oed0viLtaWsdubzO/26KtW/ZtWZkfl6L7e8Tm1ZLkhYNzUiS4h95GSOdvu8T+TaaGzmt2+/9JtrTNN3uRUk8UTPGbJO0TdKboigalrQi/vziKIoWG2MezlYMAAAAAICP1JuMoyj6/yT9kaTHJbkZBoykY5PWOWbptP7ldf/pXYjjrl0hSdo61ZurBeNjRj8+/deSpKVjs7nK8B+vfqLQ+uNj9qz7tjMe9yx1Z0XLPTFlL5Edf+3+Xuu3l3tiakgv/8F+mcpQVN66O/QLra/JqV8ZJHKax6DmdMO2HS2vx8dm9fkX3yep+X1dch859UFOaU/zqD6ndru37LA95Z1zenT2ghdATslpmkFqT+fyeRr0fZKeZ4zZnGmvAAAAAIBcfE7UNsneAuktUvNe5m5MWbeE5jASFbsHt+j6jls/yridvHXXXu6Refdq+80w33l9v3WTtX7QtwxZ684hp/7I6fx9t+8jrQzktLr1nfJy6pcRctpETv2Fl9MkbsPd1i/aU0FO25HT1tdZtzMI7elcPidqD0i6LoqiayU94940xvxF8d0DAAAAANr5nKg9HP83Fv+HAZY287uPojO/l1EGDDZyim4O+tznOr7/6Pvel2k7IWQkhDIgbEUzEgJyOvhCaMtCKENWqSdqxphPVbZ3AAAAAMA83Sa8/pwx5n1RFP2LOkwwYIw5s9KS7WHKugJcVNrM7z7OXzfe8npmNttVvTLKgHId/Pkw8umQU/hw+UxqX9O88+bWq6RZ53crIyMhlAHVKOv3ftGMhICchiuUnO6p7Wm3HrW/j//9s14UBAAAAABgdZvw+pb4359EUTQm6ah40c+NMdM+G3cjv9w6MSpJmpnt/Lmk95O4z6/fbLc7Oe0xhE9g2o/h4Pj9b7/1g5Kk37nqTyVJ654c9dpOefLP3n7C4XZw0MvOuavl/a9cd4gk6aqfHiRJ2rDFPuq4ZNQWvnkMrT0aSWWYmbULXN21cyM6Hb/UxjRt1B1ymqz9mLPmM2k7xeXP6aK9GpKkH370ZknSfY8vkiT95J7lkqS/J6fZNhCApPa0/Upw1vbU1Xn+J33y59R3XXJaH+X/3i+Sr94ip/URbk6ra0/Npg93fH/mOxe3rO/0KqeS34TX/4+kr0p6MC7pIVEUnWOMuT598wAAAACArHxGffxzSa80xvxckqIoOkrS1yX9hu9OzotHVXGzjLfLe4/oWdcvz7ZiQNqPYSZ+312pcNKOMaR70S998z2SpOmGPban4+/7d094TJL05Su/2HG97Ydckmk/ad+/m9X+1jOeyLRdcjpf+0hIWfPphJTTp+MrnO+/ao0k6Tef/2tJ0ptPflSS9DfktHbmHcPKpO/Krz0djeff+ezKOyVJC4ZsL+xXnjhUknTLjvF56/bL2d/4bMvryfjf6JDPzv9wB+S0dwbx934as+miju/TnoZrT8ypMxL/7ph52OY268ipVeTUp0921J2kSZIx5l5Jfvc7AQAAAAAy8+lR+48oiv5W0lXx67dI+o8sO5kxrfeGunsz3b2aG7aMtixPl3afah20HkPy1c/ezoMyHF9JXrvMfkfuHmN3H7ePD3/96JbXf/KGjS2v1x77GUnShts/Ee/Tvt8wrTPHJ5UhbbnLW1bktBN7DKHk0ykjp87zDtzR8X1yWh9pdT0/p/Zgk+ruW8/9v5KkL03YXtc3PMv2tl76HPv87e/8/EWe5SqS0+5lbP++TjzO5nXdbZ9oWZ+chiTM3/u94I61+SxQ1mPs/v2T0/K0twnud+H89tT9m9ZWZWvLkstVXXvquJ605j7Vcgz9aE99TtT+q6T3Srowfv3vkr6UeU8AAAAAAC8+E14/E0XRX0n6oaRZ2VEfp4rs9IJV2yXlnxkc1dl72H4nH1pjn3TIMuv6h/7B9qTd/ejiju+ve7d97Xoo2vfpvv+0MhQpYxbkNFxFMrAgHnXsL99qe0eGh+y23nPFMZLIaR3lreukuhsdshn51MH2udux+PX0MzPtm6ikXD5lbP9+mz1p2cpATtELSaPqhYaclt+eurorWrdVtqdR/Mzk5S+ZaFm+93BrGfvRnvqM+niGpL+WdL9sP+dhURS92xjzr7n3CgAAAABI5Dvq48uNMfdJUhRFR0i6VlKOEzXfM8u8N/fW6YpH2Tcwl3PszRFr2mddb70XuZP1D+zb9f3m/fjt22gte1oZtscXtfOU0Q85bRq8nO54ZliSdNIfndzy/uy850bIaV0kfxdO5zpIqrv7dtm7AvaZdlOGDsf/ZnsGskhO079f9/xo99HzyGlIwmxPq5TcnmYzNmLXX3OQ7anY+Jj9GW00yqoDcuqU3Z66Yz/3m63PZP6eW+o5Amgv2tO0778f7anPqI+T7iQt9oCaIwADAAAAAErmO+rjdyV9U/ZU8CxJ66Moer0kGWOuzr7bpCsLnUdlSZM+wlf5NmwZkyQtiZ93yTp7ffvIMPnL0TpqTtJ94O6KRXu5J6fbK7lI3aWtW5/vt/t+6nMc5LTjXiQ1e9Dmq8/3230/9TmO0HL6wYft84rPPPyRjp97xyEXx5+vMqdp26jP99t9P/U5jtBy2j5aXlK7euUb7PvJOa1Sse/39m32z9QvnnuHJGnv+BjcfJjr7rdzGn7zp4eUUlpyWn1O548A6j5Pe9qJz4naAkmPSzo1fv1rSXtLeq3skeU4UQMAAAAAJPE5UfuAMWZzubvtfo/mlSdvkSSNj/ndy7l1yp7BHnPNipTtl3c2fs6N3e9zTeNGlLn61GJV647Z1cHuUiTMWZJe7irrzgr7+52LnJLTUL/fuchp+TltvZzqenrNJjvHTiN+aqA3Oa3z9ztXnY8j1Jx23m97u1q03H6q+X5f+qPlkqTfOPQpSdKrLj1BkvS5t90tSfrGzc+WVOaRkNOqczq/57eXv/fr9/36dO7dHEXRt6IoenUURfV5GhIAAAAAasqnR+0oSb8p6TxJl0VR9E1Jf2eMuTf77rLNTp73tDBtZvBylHvOmvVYTcrJ/vwrFp3rPuus6mUK9/slp4lbI6feyGkWoeW09Q3Xk9a+vNqcDsr3OyjHIYWX04TPJfRYVKPi7zdef939dvTox7ftJUnatnOkZXlZjl/ekCSNxPNrbnjS7oec+ktqT9ce+xlJ8zPi0J52ltqjZqwfGGPeJOmdks6RtC6Kop9EUfSS3HsGAAAAAHTkM+H1cklvlfQ22UFFLpD0HUnHSfqWpMOqLCCyac5ZAoSLnKIO0q4AAyEZxHZ12y77Z+r5lx/T8n77a99nipKc+AL7LNz7z10lSVpzpO3Bu/E2+5zWez+5rtD2gbx8bn28SdLfS3qdMeaROe//RxRFf11NsQAAAABgz+VzovY8Y4yJomhh+wJjTMbLN/bmzSqeI5nL3Wu6fnP7fnxmBi96w3Oo46341X1y3YWj2Pfrg5z2Dzn1R06rk1a3vchpHb5fH3U4jrrm1FfJD3K16M33m7b/osf45x99oSTpU5fdLkn6xAW2x+62eyYkSYsX+vy5nG7PzCntaZGc+oz6+OIoiu6WtFGSoih6QRRFX8q8JwAAAACAF59LBJ+T9Fuyz6XJGPOzKIpOKbbb7jODF5f9qoGbOyHrDO7O2TcskyRtn8lfhmrZuv3qSfbqkJv5PSvf2dqrtHjEHov7ztzs9clzcGSVbXSg/MjpfIOT097VLe1pdbrXbW9yWu33W3176pDT3iOnvkxcztXxs2kPPbpDkvSyF+4vSfr6d35Zyn727JzSnubhdVjGmE1tbzVy7xEAAAAA0JVPj9qmKIpOkmSiKBqV9AeS7qm2WEX5zwzu5kpwvSd5zT+Tr3L2+fzWLpuSVHyEpH5Ofe7q+oTl9jtrn/W+LJfHV3eWjtmrO8ddu6Lk/ZHTJIOQ08GxJ+e0e/56k9Mqny/qXXtaPXKahJymm5qyv+d/71UrJUkPbNouqXnMjdJupSGnSchpZz49audLeq+kgyQ9Kjss/3sK7xkAAAAA0FFij1oURYcYYzYZY56U9Ja2Za+RdE3VhcvL3SN6RdwjMjltz2jPuyn5HtG8V97nz8Cevwz9UOceB3eBa8ZUcxAjkd3BcEV1RE791Tmndbdn5tTu7/KXuGcm7Otz4+cMts90PsByc5qvDHlV3Z5WjZz2N6dfjZ/JWTxie6bOuWF51zLkVVVOX3nOD7sun53N+YBYG3JKe5pVtx61H0RRdGj7m1EUnSvp84X3DAAAAADoqNszan8o6ftRFJ1hjPmFJEVR9BFJb5Z0ai8Kl9euhj2DvfSuJZLyj5RT9zIMKnf156zr7RW7qup2w5YxSc0RiMreTwgZCaEMCFsIGelXGb6wcbGk5nMHrhy9VHUZetWeVo2c9ieno0P2IMcP3CBJWjRmhxY8ar+1kqQNj+1fyn6qzunsbLXPLjnklPY0q8QTNWPMd6MoekbSv0ZR9DpJ75B0oqRTjDETxXcNAAAAAOik66iPxpgfxrc6XifpRkmnGWOerrpQ7p7OGc8rHO33gDbi1+s3jyWsYTLvIyufMtjPtbysnDvuhrt5ueB+89x/24vvtxi7/bR5L8hpdQYhp6Egp3nY/d060X1/1eY0WxnCbU/91DmnZtNFHd+PDvnsvDJIg5XT//W6ayVJ53/v5ZKkM553nyTpA6fcIEl697fPaFmHnNKeJu2P9rSzboOJTMZbjCTtJekVkp6IoiiSZIwx+2Tem6fz4j+QfSetzdq1ODkdZd5Hmon7P9Lx/fkNdbMMUrN7NC+3HV9lH/fMbPVl6N+tOEnHZX/Q6pTTdbd9QpI0cVnr+0n5nFsGiZz67iNEdcrp3G3OZTZ9uOPnXH7JKTlN04ucujwm5XUQczo6bKfV/cBLb5IkDcWDcC0cbR1Snpz6qTKnvhcUBjGnVZWhFzntduvjkup3DwAAAABo5zPhdYk6D3fePo/g7VtHuy53kodN776fhknfR1oZk/YdHXKJLUF85WI4al1xbhkkacOWpHK078Cv7pKldfv2TtXfb3GDm9P2fPqUQSKnEjntZU6Tyjiy0uZ35uHW/P7/7N15kB3XdaD5k6gqgCvAfQEIYuUGLiApkhJJWUFLGtNj2pJ3SbbkCbfcntZ09PS4Z1rWhN3T3bbDbTvsXmZi1LLl7gj10G5LtmRrIbVQ4mKJormAIEgAxEaA4AKuIgnuQgHI+aNQxbwfqvLUq1dVSBDfL0IhXOZ7udw8efNlvXPenf44nVrfTvS6Xo6/330wTsffzmzEKb9JG73/z9x4eujjdMeLI99AnHDUDyPirSPY8eIJrftgnI6/ndmI04k+p76d47Qr53cqpukLRkmSJEnSdJnlb9RGfPZd7RPOZcuzyfoms/z/vvKlvvaBy0cxB/ivfuSFKe3jRLL9OhzM9Pmdrf08nOJ0FONzpvraODVOe9mHycbLW9+klWYqTntdPpW+4/L/9d4T+toH43T243T0Gwruw2ffNTvj6aGM09+99UciIuK/vfsHxWtH3/v68OCk9tE4nfk4HcXPAaOvfzvH6eE8nvqNmiRJkiR1TFWP/gzmNFp9+un1zR/5SIyu+uKvnR4RES/tGXmynK56hX7W0+8+zPw+9poDfDh8U9Fb7u5U++6EuSP/eOgnn4mIiOrA6876T/9pTV3XV4y+3jidjvUYp8bp2zFOp7a96VhP1/rOOJ3NfTROjVPjlI7EOG3yGzVJkiRJ6phZqVEbrEaftsd/XJ7411Mmt3w61tPvPkz/Pk7um85eX99F0913g9XU+sI4ncp6jNNeX2ecHg5xOrXl07GervWdcTr15b2vxzid6nqM06kv7309xulU1zOVOPUbNUmSJEnqmBn5Ru214eG4Z9eusfZ/vnRXy6sbDjxxDswZ+ce+6ZsgQ4fQnAN/qdo/A/WQbe59qn35lONUb0tvuzjtczydM8GfCPc7Lh9SxmnJOO0m47RknHZTV+O0yW/UJEmSJKljZuRXH6uqqifK9x3PqguPi4iI448b+YLvwx8+MyIiPve5JyMi4oEHXp7mPdRsWHXssRERccWCBRER8Q8vjcwNsuX11w/J/uyr6+JXdXqNU709vd3itN/xdODAX35/6ZcXRkTE+eeP9M/oX5J/67e2jOynfwmeVcZpyTjtJuO0ZJx2U9fjtMlv1CRJkiSpY2bsVx/39fBN3eNPvBERETfeuDoi3voLxWtv7O15XeqODa++GhFv/T7Q83v2RETEby1bFhERv7N9+6HYrYKxpbdbnPY7nu7bO7L8J244JSIi7rzzxYiI+N73Xjzw/v0H/n/Su6RpYJxiW8ZpJxmn2JZx2kmHQ5yO8hs1SZIkSeqYWZlHLTOam7v3wF8e/vt/H/k5lC1bXjtk+6T+HTMwEBER5xxzTEREfOj00yMi4rL580eWzxn5O8Hr+/cfgr2TRrzd4nS6xtPR2op77tkdEREPPfTKgfVPy26qR8bp+IzTbjFOx2ecdsvhFKd+oyZJkiRJHdOJb9Ref33kTwqjf6H44z8+PyIi1qwZ+cvDb//21kOzY+rLby5dGhERlxx/fERE/Mr69RERcebcuRHRjb9USG+3OJ2u8fR3fmdbRET8/u+fGxFv/WX5wx9+4MB2Dq9+OdwZp+MzTrvFOB2fcdoth1Oc+o2aJEmSJHXMjM2jNpX3DQ2N5PCee+7I/Aajf8EYHvbncA5HQwfmKllx9NEREbHpEM1P0XDQfCqHcmfUDW/XOJ2u8XR03p9RmzZZO3woGKftjNNuME7bGafd0PU4bfIbNUmSJEnqmE59o6a3DA2OPO2fs+i44r/v2z/StZsfH5kDYtWS48d9/8adrxTrOffAerY8OfK+4b1H5CnyG7VpZpzOCON0mk0Up6NG49A47YlxOkWMx9H4Om/xSHtgTjXu+ziejo6zHG+N04JxOs28788Iv1GTJEmSpMNFJ371UQf7g1+7MCIiVi4ayWf+7f/6cLH8mKNG5oD4d7+2qlj+e//ogoiI+Ni/WxMREf/6V0Z+oeiLf7+rWO+N3348IiLWbts9MwegI4JxqsPBr/wPZ0fEW3H6l995IiLeisNf+5O1EWGcanb86vVLIiLihneNzN30wX91d7Gc36iNxuE/+Q8jvxD4Bwfi9FN/vnHc943GpXGqmeB9f3b5jZokSZIkdYzfqHXU6F8q5g6Wz9Kjf6EY/Qsw//I22j5q7pxiPWu3vRQREb/5kXMiIuKj71984L/7FwtNnXGqw8Fo7c+xB/7SOxp3o3/pff3NkbmSjFPNhr++48mIiPjANWdERMScA8Pn9qdGfgFwtPZnNP5G//+1A3H6W/gGg+OtcaqZ5H1/dvmNmiRJkiR1jN+oddS/+dymiIj4yHvPioiIay48KSLe+jWd3a/ujYi3fj1ndPlo+wcvDxfr+cc3LC3a6x99eUb3X0cG41SHk337Rn5N7PJzTij+++g3GcapZtK8oZG/jf/S+0bGy0d2jcTdr7z/7PJ1c8u/oY/G4eiv6r3zghOL5aPj7QvGqWaB9/3Z5TdqkiRJktQxzqOmI4nzqehwYJzqcGCc6nBgnOpw4DxqkiRJknS48EFNkiRJkjrGBzVJkiRJ6hgf1CRJkiSpY3xQkyRJkqSO8UFNkiRJkjrGBzVJkiRJ6hgf1CRJkiSpY3xQkyRJkqSO8UFNkiRJkjrGBzVJkiRJ6pjBGVrv8xGxc4bWLU3VErSNU3WRcarDgXGqw4FxqsMB43RMVdf1bO6IJEmSJClh6qMkSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLH+KAmSZIkSR3jg5okSZIkdYwPapIkSZLUMT6oSZIkSVLHDM7ISgcH67lz5461q6oqlu/bt69o13Xd2u4Vtzc0NNS6/aY5c8pn1/379/e0nHgs3Lfpxu0NDAwUbe7/3r17i3a2f23nitua6b7j+rj8hz/8YdHeu3fv83VdnzraHhoaqufNmzfh+9k3sx2nzf7htnqNU8Y8t531da9xm62P+9trnHJ5dm76idO28WI8WVxy+Ztvvlm0h4eHizjleMo42bNnT0/7l+1P1tfUdh1n56nfvp7t8ZT72+911ra92e67LC6y8XRwcLBuxmav9/1+cXuDg+XHm+b2ex2f3u54/Bwj2V/N/pntvmNccl85HmZxyvF0eHi4aPf6Ga7f8bTtusjGE/ZF874RETF//vyizXP12muvFe3XX3+99fWzrZ84pekef6jfOG2akQe1uXPnxnnnnVe0m37wgx8UbQYyO5ft7AbDC++0004r2q+++uqE2z7mmGOKNgP12GOPLdoMbMo+BPJmkuH+8v0cZLi/PL7nn3++aB911FFFm8HM7Tfb3Fa/fZcNkDwW7vv27duL9tNPP72z2Z43b15cdNFFRbvp2WefLdptxz6Z/SVeFwsXLizaL7/88oTb4rG/8cYbRZt93VxXRO8PetzX7JrM4pQf+ngD4f7zXPBc80Ng27k67rjjimW99l2GccR9ZV9u3bq1aD/xxBM7+frmeHrmmWcWr3/88ceLdhaHPBfcX47P7C9qXufc1tFHH120+VDKOM7GBJ5nHgvbWV9kccqbKfeX7RdeeKFos2+5/7yOmvvDdffbd9mDHuOU7UcffbRoczwdGhqKlStXjrXZly+99FLRzu77vY6n3N6pp5afeXbv3j3htrI/8mVx0zW9/gGDn5lOPPHEos3Ya14X09132R9DOH5yXx977LGi/eyzz7bG6emnn168/sknnyzasz2J73EMAAAgAElEQVSeNu9H3BavSZ4X3kfPPvvson399dcX7eZn4YiINWvWFO377ruvaGdjTK96jVP29UknnVS02+KUsj9wZn/4yh4aGacnnHBC0eZ9m3HaZOqjJEmSJHWMD2qSJEmS1DEzkvq4Z8+e4ms9fuXH1CKmJj799NNFm18986t1fpXMtAam97V9fXvGGWcUbaYZcd0vvvhi0WaqD9OmmN7Grz+XLFlStHmsTK05+eSTi/Zzzz1XtBcvXly0TznllKLNtCt+fcv9e+WVV4p2M2WCx9Zr3zFOmDq5atWqos042bhxY9Fm39EPf/jD2LFjx1ibX6Mzrnh8TzzxRLr+puOPP75oMwWE566ZqsOv2RctWlS0meLAvmY6BtOmmJbE9TX7KSJi2bJlRZspB0z3YHrJrl27ivaKFSuKNseEDRs2FG2mQDDNtdl3EWUaAq8xjkfsuyzVhpYuXdq6b5s3by7aWTrJ8PBwEevNdN2Ig1M0eM3zGmdfc3xkbDD16Jlnninazb7ma3neszGBKVhM9eH4w/Uxbemss84q2kx34XjK8ZHXJNfHMeORRx4p2tl4ytSjtvGU95as7xYsWFC0OZ6ef/75RZvn9eGHHy7a2Xg6PDxc9H+Wzsy+5vbHW38T4zS7vzSvM8YBrxnua1ZnxPPYNdxf9h2Pj/fWtnIUfmbqte9478hSxXlf5r2BcUJ79+4tUukvuOCCYjmPlfdajue8F3I85XXL4+frm58Z+VpeMxxfeV9817veVbSvueaaos17Az+vPvDAA0WbnyNmGs/1dMZptu5DHafFvkz6lZIkSZKkWeGDmiRJkiR1jA9qkiRJktQxM1KjRswHZ73Ntm3bWt/Pn89mLihz77P862ZNB/NMWVPAmgj+TDi3zXo65ms/+OCDrcv586jsK76eObo8dm4vO17m1bLOoK1Grd++Y6426z/aamMiDs7f5vYyzEGmTZs2FW3mQ/N4GKfsj17ilHnu2U9f89i5bdY18bzfc889RZv1dXfddVe0YX0M6/my7TFOebzcH9aNMde+eS4Yp732Ha857itr1Fg71MtcL6Ovb46h3D/mut99991Fm7n27Gti/zBOeW6b/cGYz8YEXvPZvD0c/x566KHWfWWNBTEOOcZwe+vXry/arNlgX3P9rMNlfWLbPGS99h2X8xph/R3Xz/GU6xtPc58Zl9w//tw/rwuOx7yO2HccI9umQuAy1t/xvHJb48wpV7Rnen6/TPYT8jyebLoTai7PpnbJ+o7bYr0f67A4/jJOJjOeNmOTcc245U/Uc0zjZzbi6xmnvJe1jac8j+wr3su++c1vFm2uj+//6le/WrQ5JvQ6Z2cmi1OOUf3EKa9R9kXX4rTJb9QkSZIkqWN8UJMkSZKkjvFBTZIkSZI6ZlZq1Jh7zpxd1pMwF505w1zO3FFuj3mvzTbzRllD8NRTTxVt1ocwx5Z5rayj4us51wvxWNhX2frY18yHZt8tX768aHPOEK6vmafLvuNcWVnf8VywL6+99tqizXnTepmXYjIYN5wbjDnO3D6XZ/nU3F4zzlmnyfo91oBxPin2NdfH3Ha+nsfO5cy3zuKe6+Oxsw6K+eWcA4r1g221Uew7zm2V9R3Xzbhdu3Zt0WYuO+ugslz1qqqK/mHcc34Yzg3G/eW5Z10XxxyOCRwTm3HKa3a6x9Ns/GMcE4+NNRjZ+rLxlHGajadt9TxZ37XVYUYcPB7xWD74wQ8Wbdb7cfzmvo6n2b/Zfb9tDrmIg/sym++QNXXsj+Z1zr7heee+sa/ZF7ymDrWsVjQbc/h69g/PTVPWd9m6s/v4ZOKwTVVVxT7w3sFao+wzFcd/1qDxOuAcpRwD28ZT3hd5L+G6+Jnj05/+dNHmsfC+zXM33bocp4wztmc6Tot1TduaJEmSJEnTwgc1SZIkSeoYH9QkSZIkqWNmpUaNmDfKnF3WWHDuBualsr6FebmsZ2nmpjJv/7TTTivazD/mvGJZPQjzk3nsfD3bWf0dl7Mv+HrOD8P6FOb5Mw+XNRnNnGbmdjNvn33HHGHuC2tvzjzzzKLNvrrtttuKdr9z2fBcrVixomhzjg/mk3P/mI/N/OsLL7ywaDf7h3G2cOHCos05irI5k1gPwn3J4pT514yzXuOU22dfsa6MsZbl8jfrDBhHnD+Ffce8fdbKMK75ftY48FgnM59Ks7+5fV7T5557btHmfC68LrO5v0499dRJ7y/7ku/NxoTDbTxlnDLuTj755KLNexn7ulkzd9ZZZxXLeF6z+f4ee+yxon3dddcVbY43jKNvf/vbRbvf8ZR9y+PjdcK+4hxKP/MzP1O0ee+64IILivZNN9009u8777yzWMbPAcuWLSvaPM+sY83Gs2yusSxOs5rg7P08txz/uX6eG2rW8/Dek/Ud45b3fV4THE9Zjz0VvYynK1euLNqsC+O9h+eWn5kYp204nvK9/HzKbfG+n9VwcXx7O8Up+yqLU9bRs29ZQ8zPFTt37mzdt174jZokSZIkdYwPapIkSZLUMT6oSZIkSVLHzEiNWlVVRS4p80qZ67lkyZKizdok1jUwL5W5pMxhZi5qM++XObx33XVX0WZOLeuUWDfAehbm4Gb1L+wbHjtzfpm3zzxcbo/LmRN8//33F22eO56bZo0J8/65r+edd17rtlkPt3Tp0qK9YcOGor1jx46izfmw2ubQGNVWd8EcZJ77RYsWFW3mk3P/GWvMYWb/NGvUmBd/6623Fm3WSHBdq1atKtqsB2FfsbaGNRysLeKxM9edc8swrrPce8YKY4259BwjmjVu7Dteo6zd4TXG2hnmpmc1bcy7n4zmtZSNf+ecc07RZmxwPOTx8VzefffdRZu5/M0xgePNP/zDP/S0L6wHYdxxTGFNGOu0svE0q+HNxlPWp7BvOKceMXaaY869995bLOP4c9VVVxVt1nEyTt/xjncUbY6n3Hce+2S03fdZe8Txk2MOrxPGykc/+tGifccddxRtXhdXXHHF2L85FnN+O97nGEeskWXccUxhnHLOJvYN+77XOOX2eN1lNXdZbWUzTlkDy/ppHhs/73HdvBdktew8tsnc95vjCPeXdbK87rg93uez8ZSfsRjnzd9J4GeQ++67r2jz8yl/7yGbJ43jKbd3uMdpc/38DMVrnPdN3mfZ5vqyz/5T+Xw6ym/UJEmSJKljfFCTJEmSpI7xQU2SJEmSOmZGatQGBweLPOOsloc1Zcxj5XwoXM71MYeZOcPNfHLmlTbz2CMiHnnkkaK9ePHiov38888XbdassY6K+dCsceD+MG+Wc5Awb5/bW758eev+cnvMx2YeLnOUm/tz2WWXFctYB8B8Yh4LzyPrBZnbzvxn1miwRoF1BIODg8U8T8w15/48+uijRZv1LpdccknRZpwy35u1S4zb5rlh3vw111xTtLds2VK0GRc8j6xZY5yzr3ksrB1iXRdzyRnH27Zta13O2OG55JjA7bGG7qmnnhr799VXXz3hsoiD51LkctZMsG6Afc+5xPh+XgeMk8HBwSK22ddbt24t2jx21iPyOuR1xONdvXp10W6bk4/jC+uiWAvEvH++n3HBPH/eW3iN8prP5kTiGMD18dxyf3nusvGUY0Czb9nvHN/Y5rZYx5ntK88F+5ZxRozTrNacccaaDV7jvHeyvu8Tn/hE0f6bv/mbot2MU9YH8zMCa9J4TfFYeJ/lZxr2BWtpOCYwznjNcXzm8TCOub+sGWZ9OMdT1go1a4n4mYD3MbY59nPfHn744aLNOGSdKOdx43jH+/jAwEBRi8V5djlG8dzz3sfrkH3FGj6O3zy3zffzvfyMwbkS2VdZvR3jNJuftNc45edljt+MY8YCYyeL07YaN8Ypx97LL7+8aLMvGFe8N3Ff2Bf8HJDFaZPfqEmSJElSx/igJkmSJEkd44OaJEmSJHXMrNSoMS+fdQOsmWCu+q5du4o282aJ+dnM4928efPYv5mnz33lXDDMR2YO8Pr164s282Bvu+22os2cWuboMs+V+8OaNOL8UsxNZ1+y1ok5weyf5jwdzMFlHj5reXgs7Atat25d6+uZg8w5RGhoaKioc2A+OHPRWbvEOGX+dTbHCOsZWSf20EMPjf2btYTMh+axci4a1kGtWbOmaLPvWEfAuV5YF8C+Y9xl9S18PXPT2Zff//73izbjmGNGM1Z4Hhmn3/3ud1v3jTUIPK/sW8Yp61+yOB0YGCjGyL//+78vlnM8ZV/xGmZtEK9pYuxxfc1YYV8y7tiXrDdh3j7rVRgXrM1hXzIueh1Pub+9jqe8jth3bf3D+g6ORxx/OH7wvPH1bLM2h3GSGRgYKO6PrIljfUs27xu3z3pBjkEf+MAHijZrPj7/+c+P/ZvjA8c3npeLL764aDNON23aVLQZp7w3ZHHKvmPccX3E17MOlX3N+0lW99+Me9bq8F7AuOL8UhwfOZ5yDOCx8TMWl9Pg4GAxnnKuR34m5HjK64bHy9ghrp/9sXHjxrF/9zp+cR60XuOUNWuHOk45BvC67SdOed+7+eabi/aXv/zlos35VxkXrPH9yle+UrR5bFmcFq+d9CslSZIkSbPCBzVJkiRJ6hgf1CRJkiSpY2akRm3Pnj1FritzyZlXy+WsAWFe6v79+1tfzzxb5vY383xZM8D5VJijy5xZ5rYzZ5Z5rMwNZ74zsWaNx87tZ/UzWS0P6xqYP91WT8M892zuLeams66Ky1mLw/oQ5ktn9uzZU9SkZHHK3HLGCutl2Pd8PWsuWO/YjLUsTtlXrMtkfjTrRRhnjFNunxj32TWaxSljh7nuzL3nddRW78i+4bFz3bzGOL8Kt8U4Z948axoyw8PDxbXFOGWuO/eX545z0jGuub9ZjXHz/dwW447jB/uCfXmox1O2+XqOp7w/9DOeMuZ5jTRrWMfbN85RxHq5Bx98sGizvoX1MOw7Gh4eLo6fr8/u+9kYxjj/0pe+VLQ5bxz7o3n8PG88z9wWx3buK4+F68/ilH3DNs89t8/9p6wmjffObHvN65Axz/PO+xpjnrWK3BY/o/Dex/VnGKe9jqc8d9w+763cX15XfH1zPOW2eN9kX3KszuI0q2ee6TjlNZrFKe9d/cQp+4KfJ3/3d3+3aHM8vfbaa4v2N7/5zaLNe1tWr9fGb9QkSZIkqWN8UJMkSZKkjvFBTZIkSZI6ZkZq1KqqKmoTmIPLGg/OJ8U5l7L6F+bRcl62Sy65pGg352DKctWZX8w5OzgPEGsQWIfE7THHmDm/xGNnju78+fOLdjZXzapVq4r2vffeW7TZ99xec/4t7jvrU5j/zLjg/FJc3wUXXFC0WYvI7WW1Q1VVFeeXtToLFy4s2pxLZ8OGDUWbfcVY4PFz3rkrrriiaDfn7WBuNnPVWVfEOGD9H68Z1q8wd5192W+csh6G1yzj9LLLLivanOuMscTtNWMrm7uF54k1Wexb5rZfeumlRZvzCHFM4ZgzXs1Fc5957niNc4xiHPLcckxi33H9F110UdG+++67J1wXj419lY2njCPWLXVtPOUYxTn1sntZczxlHPK1rCvivrAv2PcrV64s2s35RcfbPs8Vx9M5c+YU4xKPlePd8uXLizbnsGMNCc8Nx8AFCxYU7UWLFhXt5r2Y6+b4md33uS2em6y+MJszlHGb1V7y3sn947nknFI8V1nfN+M0q/PktrktzuHJ8Zn33WyOT8YF7+sRZf/2Op7yeHsdT3nv45jRnG+W+559PmUcc1tZnHIMmek45XjPWOGzwQMPPFC0+4nT7Lcw/uIv/qJo/8RP/ETRvv3224s2zw3jYipxOir9Rq0a505XVdW88V4rSZIkSerfZFIf/0uzUVXVcRFx8wSvlSRJkiT1aTIPak9UVfXpiIiqqk6MiG9FxI0zuleSJEmSdARLa9Tquv6/qqr6o6qqPhMR74iIP6jr+ott7xkaGoozzzxzrM281MWLFxdt5q5v2bKlaDNnmZhHyzxdrq+5fdZoMUeW+/7ss88Wbea9st5l6dKlRZs5tNn8T8x35ut5rKeddlq04dwOPN6zzjqraLOekDnBzVx41lGxtqfXOTiyecjOPvvsos1zwRo2mjt3bhELzOtftmxZ0WZfcB6jLE6Zo8zc9/Xr1xftZuywRotxwX3nnCHsG9arsGYhqwPN8rGZ685jZf0IMV+c6+O5OeOMM4o247SZC8+5ZrL5oYh9Q4zTFStWFG3WjLHuioaGhorrmjUUHE+5f7wuOcZk8wYxVjieNs8l6y0Yp6z54pxC2XiaXfNsZ+Mpx79ex1PuP+OUcc57HWOv2T/Z/EwZjp9ZHWt2r+KcRjQ4OFiMkaw9Ys0v61JZy8kau+zcMk4feeSRCbd/3nnnFcuyejxeQ7yGWW+SXZO9xinHXx4r44r31qyekeeGNc0c35ufixinHHszWZzy3sa+Jd47aHBwsOgv1knxMxDPdTaesu+zz6esuWuLU8YFP59m42m/ccp7RTbvGuOUcUX9xinH02b/cH7UbI5OjrecJ41xwzb3jeMdP6O1mfBBraqqn200746IfxUR90REXVXVz9Z1/aXx3ylJkiRJ6kfbN2o/hfbaiBg68N/riPBBTZIkSZJmwIQPanVd/+pUVzpnzpziK09+hcifBOVXkPzqOEvNYRoU10fNr2eZysh0EC5n6g2/LuXX5NwXfg2evZ4pDfzqm33D/eX7s6+e+VU107L4VXvzXPK88atgprIwhSr7qdfs5/azn4algYGBIj2HP4/KqRUYx+x7Hh/jlD812/ZzrBFlbDCdg33Lr9GZbsd0FPYVj437zrjj65l6yOuCfcP9ZYpZlnLG9BGmOfFniZs//c3zxpQE7iunYcjSP7Kf289+dp04nvL9TEljaiTHNKaTML1wyZIlRTsbT5txmo2nTM1h6k02njKO2ddMfcnG0yxOs/GU1yExDZb3Po6nzXPJ8ZAxzX3ltDYZ7ls2JjBFjRin7Hte8zxX2X2f4z9jp5c4ZRwyTpnexhRWxk32k+08V+xr3guy1EOuj8fD9zN22NdZnDKNtXk/4rrYl/zMxLGasnS9bEzIzJkzpzhenovsXsu+yNL9GKfZ/vYSp/2Op7wGOZ4SP3Px3plNl8LURr6fcUqMU5a38Nw0xxzGKVNqua+MU/Yd2+y7fuO0aTI/z/9HVVXNr6pqqKqq71RV9VxVVR+d8hYlSZIkSa0m86uPP1bX9csR8ZMR8WhErIyIfzmTOyVJkiRJR7LJPKiN5hvcEBF/Xdf17hncH0mSJEk64qU/zx8RX6uqalNEvBERn6iq6tSIeLPtDcPDw0VuKPNas5/dZTv7uVPmxfLnTplb38x957r4k/JZ/jHz+PkToMxvZi56Vi/CHGQeC39GmH3NGgi+n/UumzZtKtrM++f7m3m4XMZaF/YdsSaBOb6sGeO52727/BtCVrO2Z8+eogYv+9ldri+rLcridPPmza3ra14n2bHyPLKvGdfMFWftDeuqGKfMFee0Dzx3zK3n+rk8m8aCUxnwumJftsXpypUrizbr39rGj/H2jeMPxzseO/uKhoeHi1opXpM8Vp4bvj67LhhL/Nn0XsbT7LxwvGMefzaecrzjvvc6nvLc9zqesm9ZN9bPeMpan17HU96r1q1bV7R5n+WxTyZOm1NfcIzKrptsPM3qvHh/aItTriu7Rlgnxdoe9hVrbbJ7E+OU4zOPJRvfe41T1uP0E6esk+KxEeOOfcuxnq9n32Zxunfv3qJ/OeZkUy9w/3odT/uJU17D3FeO/VmcLl++vGjzXDWn2Yo4uH6PU90wDhmnvB+wpqwtziIOvrfy+NqeJbhuTsPAviPGHeNm48aNre/nsWdx2pR+o1bX9aci4pqIuKKu6+GIeC0iPjjpLUiSJEmSejKZb9QiIhZGxPurqmo+cv63GdgfSZIkSTripQ9qVVX964i4LiJWRcTNEfE/RsT3wgc1SZIkSZoRk/lG7ecjYnVErK3r+lerqjo9Im5se8O+ffuKOgzm1WY5y5yPgLmhrFtgPjdzP9tyiJk3T8wRZi0P816Z6838ZOaOM6c2mwuGeKxZPR/rce68886izXxvzsPRS19ynjTOW5HNj8JjyWrImK+czfvDXHUee5azzDjm/rIWiXMyZXHa3H/GIXE55zUj1iIyTnmuGKe8pjPMjSeey1WrVhXt73znO0WbscBzz+NpYl+xBoJ1UDzP2fx+zOPncua2Z3G6f//+Iveffc86ALZ5vMyV5/rYH9M5nnI5x1PWkLE+jttmjUO/c9fw/ew7nsulS5cW7bvvvrtoM+5Zp9pLX7I+g3WdHE+Jdabsax4rx/4sTvft21fcm3kvy/aP930eP+tfOAa01aUSx+psDjfOS8axfefOnUWb55W15OzL6b7v81yyXvzee+8t2oxTxkovccrPQL3GKa8Rfr7L4jSzb9++IpbY99l4yv3n5wbGKT+vMk6n8/Mp45R9x3sTayk//vGPF21eY7w33HrrrUWb545xms2NmMVp9hsPvfQl7y39jqe9xmk2njZN5lcf36jren9E7K2qan5EPBsRi5P3SJIkSZKmaDLfqN1XVdUJEfHZiFgTEa9GxF0zuleSJEmSdARLH9Tquv5fDvzzM1VVfSMi5td1/eDM7pYkSZIkHbkmfFCrqurytmV1Xd/ftuJmPuhpp51WbjSpLWJu5+WXl7vCHGjmADMvljnBbXm/WX0Kax54bNw281J57KyDynKS6YknnijaWV4tc5RXr15dtLN54Xiu2rDmgMfOfWXObpbvzHxm7jvzmZlLHlHG2qJFi1r3l7nsrAu4+uqrizbrwJjDnNVUNGOB22IuOuOUfbFw4cLWbfG88twxTtk3mR07dhTtrE61Ob9dRMSVV15ZtHlumUvfS80H45DtbF/Zd+xb1oVy31kfwmsuon08Jebp89ydc845RZtjFK+TfuKU42k2J1Gv4ynHy37jlOMp51Xj/vP1F1xwQdHmGJbN+dQcA7M6KtbnsS943lhTwW1znrZex9OqqorxlGNUdt+nZcuWFW32NWuBstho2xde46xX4XjCe8VDDz1UtNn3rAXiNcpzkX2GyeKU4/eTTz5ZtM8///yizdjI5nzqJ065PJvblcfOedoYp4wLHksWp9l8rhwDLr300qLNaz7ry7bPp+wrxlE2nrIGmHO4XXTRRUWb1wFrcFmLedJJJxVtXif8vNlrnJ533nlFu0txmn0+5Txt7BvGKdtNbXex+yJifUSMfrps7nUdEe9tea8kSZIkaYraHtT+RYz84uMbEfFXEfG3dV339lNvkiRJkqSeTZgbUNf1f6zr+t0R8c9i5Fcev1NV1Reqqrp0ovdIkiRJkvo3mR8T2V5V1Zcj4uiI+FhEnBsRD7S9Z+7cuUV+JmtzxssZbmLeKvNwWVfFmg6+nznPzfxk5pmy7ok1D9kcSMxv5nLmpjM/mX1BzMPP6u847wXncTvzzDOLNnP3OZ8W5xRpw3xn1kkxJ5e1OtwX1i4yN5350tlcX/PmzStysJ955pnW/SHmizNWWFfFuXcY18y/bh4/z/vy5cuLNnO/mQ+dzWeS1Qnw2Bh3xOsk2/7995clr4w71iWw73gueolTHhu3lc2Lw7hkm+9n3QDHQxoaGipqYliPx7jhsTP3nq9nnQL3p5c45XjKvuS+MU77HU8pi9NsPCWOSaxVYt+xZo3Hy3tVs2/blkXkNWVr164t2lmcct9YX5jVfQ4NDRX3E8YprwPe6xgbjCX2Pe9l2byXTbw3MU4Zd7zmOb5ln2EYB6wR27x5c9FmDdrWrVuLdq9xynsv45S1QDw+rq8tTrMxgOt+8MHyt+nY92wzzjn2Z3MnZnHK/Wdc8l7L65LnmnHfy+dTrpvjDWOeNWqMEy7nXGKsSePnR9alMo6y7RPjip9H2Xfnnntu0ea5bhsz22I44uA45Xi3bt261n3PxtNe47TY1kQLqqpaHhEfjogPRsTjMZL++Pt1XU/+1yQkSZIkST1r+0ZtW0Q8GBFfjoiXI+LsiPjE6F+O6rr+9zO+d5IkSZJ0BGp7UPudGPl1x4iI41peJ0mSJEmaRhM+qNV1/W+mutLh4eF47rnnxtonn3wy1120mXPMnN1s/pZnn322dX/a5sVgbjlzw1nfccMNNxTtjRs3Fm2uL6tJI+bYEmt9svVn8wgx9545wczjZf52m6xWh7nfrIngsbDWkfnZ3Nesr/fs2VPM88HaIfZ1Nm8P+5I1aYxTrp/9xeVNnJeMNV2/8Au/ULSZX8045TXXNh9JRD5fH+Oy3zhlHQHrB3kueonTbL4o1iRw3h0eG/uKccp9y+J07969xXjKWkzuL/uS19nTTz9dtBm3vM54PIyd5v5zGefFYV3R9ddfX7Q592A2nmZz3PU7nmY1w6w1uuWWW4r2U089VbSzvm2OAdm+PP744637ltWvEK/pbK4v2rt3b3F8HM85vvE6yOYxYk0Hx3u223BdHP/OOOOMov2BD3ygaPOa4TXFa47v52eSbH6o7DrI4pS1PbfddlvR5v7z3sUxqpc45VxaxLjjWE685qc7Tnmf57ni/YD39exzQPa7Am33A/Ylx9P3vrecNYu1jbw33HHHHUWb85dS1jccb/uN09tvv71oM045ntJ0xinH05mO06beZleWJEmSJM04H9QkSZIkqWNaH9SqqppTVdUvztbOSJIkSZKSedTqut5fVdUnI+ILvay0qqoi/5P51szLZ14rc9mZN8s8Wa6POb7M/26+Ppunh++99dZbi3ZWW8PaIc5nks01Q8cee2zR5lw6zJvN5mrI8vp5fMzlb2LOL9tZLjrnmWA+8umnn160ue+sNcrqlKqqKmKNtY/EOGXfPPLII0Wbcc+4ZKxxf9vilPjem266qXVfiXVPnFOk1znmWG/Ced947nnuGDtZPvh0xmlW28O+Yh0W54LhuWGcZcdWVVVx/rM6UubtP/roo0X7tNNOK+fZeeUAACAASURBVNqso2LufDaeNvuPfZnFOGskOPYTx1PWErEeJBtPWW/CuOe55/q//OUvF22O57xuiOtv9l9b/RpfG3HwNcTzzGuE55U1FJwHaDI1YM19ysZjjue8Dlh/k82xl9UsT7SfEQfXlPE+/Z73vKd124xLfk7g+Dd//vyizfGSNcWs8+e5ZBxxjPna175WtFlH1ayBjciv27Y4ze5V/EzCml8eWzZ34kzHKfuKtaHcf35u4XXGNu9VvXw+5XvvvPPOos0xI5t3knHEY89q13kdNedTnsz6+bkli1NqG0/pcIjTUZNJffx2VVX/R1VVi6uqOmn0f5PegiRJkiSpJ+1/Zh/xoQP//08b/62OiOXjvFaSJEmS1Kf0Qa2u62WzsSOSJEmSpBHpg1pVVUMR8YmIGE3Svj0i/rSu6wmLQOq6LvIzmbfP+QWYf81aINbDMBeUdVvMEW6rVyHmnXJurdWrVxftnTt3Fu1FixYVbc7RwTxV5kNn+8ocYdZUcE4P5tUyH5s1GszLZY4w82qb+8vzynzlbD4pzknEmgW22ffsm2yOpbqui31gnHF/WfPBOGXfMReddQycs6+tpo651oxT1kVdeeWVRXv79u1Fe8mSJUWbdVeMU/Z9luvO5StXrizaPPYVK1YUbdZYsKYjm/uM+9uMU55Xjh+MW57Xiy++uHVb7DvWLrJvuD+0f//+4rpjnRTrWy6//PKivWXLlqKd1W5yfcz7b5tvi6/leME4u+iii4o244K1QqxjzcZTjgnsa55bjt+siVi1alXRzubwZL1gVl/YNp7ymmc7m5eHr2cNGGsVs/oT4n2ffcO4uvTSS4v2tm3bijbPJWtKuD88V73c9zmesPaRYz+3zfGL96ZvfOMbRZvjOT+z8Fg4HvK+zjg777zzijbPLWOBYxjHGF43zVjjNcTxtG0e24j83pZ9vqNsPO01TvmZL4tTHg8/Y/UTp6w542dnjk8cTxnX/EzCc9lWNx9x8Gcgjv/8XMI45We+rAaNn0d53+d42jzPvG/xGs7GU55XnovpjtNi3ybxmv8cEUMR8ekD7Y8d+G+/NumtSJIkSZImbTIPalfWdd38k8KtVVWtm/DVkiRJkqS+TOZXH/dVVTX2vX5VVcsjoj3HQpIkSZI0ZZP5Ru1fRsRtVVVtj4gqIpZExK+2vWFgYKCoJWDuJ+sMmKvJvFrmnTIvlzUfrGdhHUMzzzabT2XZsvK3VJizy9xu5o7zWLI5kzKse+KcHjx25iAzh5jHx5q8rVu3tm6/2eZ5Zl+wJuL+++8v2swV5/qymjHGQdbXAwMDRSyxJoT1NNz+jh07ijbjlPngzEXnuWmb84lxynzoc889t2gzTnneOYcR59pirno2nwtxOfP6OQawzb7g8XH/N27cWLTb5nvhsfA8cV+YN79r166ineWqc/2MU54bGhwcLGpdeW5Zb8i+Y53sPffc07qcufwf+tCHijbrxprXLWtzeI1zXh1eM7xmeQ2y7/n6rI6ANRM8VtapMhZYu9Pr/YP731ZXltWjcDzlvrFvOX5xfbzm+fps3qGBgYFiTGOcsp6a92X29Zo1a4o2x0teR6wtyuYQbeKxsvbmlltuKdrZHHAPPfRQ0eaxcF957hinbLM2h32X1fXzuuK9lJ8j2NfNWNiwYUOxjPV+/BzwwAMPFG3eF3lNMk45Xs50nPJ42Ddr164t2rMZp5xHl9c82xzrWUfFOGZfZvdOXjeMU/YN4zSb05Tnppc56/h5ktcA79vcN8YJ943r6zdOm1of1KqqmhMRb0TEORExWp26ua7r9mp0SZIkSdKUtT6o1XW9v6qq/7eu68si4sFZ2idJkiRJOqJN5ru371RV9XMVv5OUJEmSJM2IydSo/c8R8S8iYm9VVW/GSJ1aXdf1/InecNxxx8WP/MiPjLWZg/vkk08WbeZXc64F5viyZoS5n1dddVXRZp5sc384xwXrAlgbw5ot5gDzWJj3ms1hxO3z9cyzZU4w55kg5rpz3g3WvGV1X83cd66b+cPM22d9BtvMDT/nnHOKNvuKc3V997vfjTYLFiyI66+/fsLtsd6GOciMQ8YZ565h/cp73vOeos2c6GYNB+OIcXDhhRcW7YcffrhoM1+aef9cP+Oa2PdcP/eP9X+sySDmonPOJc4LxzqHtvm0uG6OR/fdd1/Rbst7jzi4Jozngn3FuWO+9a1vRZv58+fH+9///rE26754jfLct12zEQfXhrJe5ad/+qeLNs9F89z/yZ/8SbGM1zTHR9Z58ryxpqHXOGUdF2twOcfnBRdcULQ3b95ctFlXwHtbdj9g/Q2PtxlbrP945plnijZrg9rqiMbD+haOCazFefDB9qSa448/Pq677roJX89Y2LRpU9HO4pSfCzimXHbZZUWb12UzTnnf53jF+zyvuWyOTJ471uMRP2fwXHC85BjC/SX2LePu53/+51u3z7kjP//5z4/9m3O2felLXyra69evL9qM0+w7gGxuWsYpt0eM03Xryh8x5/5xDJjNOOVnBl7TrIFlrfl0j6esr2P9Ya9xynOfzSvM/efnX76+eZ3yvsbPbxyPeh1PWX/Nz4u8F3H8bpPVqFURcWFd149Neo2SJEmSpL60PiLWI38quGmW9kWSJEmSFJOrUbu/qqorZ3xPJEmSJEkRMbkatXdGxC9XVbUzIl6Lt2rULpnoDbt3746vfOUrb20E+d/MMyXWdGRz5bAui3MqMae5mevPdTO3nHVVrGlgrvru3buLNvOTWWfA2h7m2DIvln3D+VzY16w/YW7+1772taLNvsrqcZp5vKwV5LG11Q1FHNy3zJ9mzQNziLds2VK0mb9ML7zwQvzlX/7lWDub7494bliHwOXMXed8MqwLaNa4sRaGefusoWB9HPGa4bnj+3lszGVnXLLN/WVfs06MufB/9Vd/VbSZG89YYr1fW5yybzkmMM54TXFf77777tb3s4aCdUv04osvxt/+7d+Otdvm24s4uA6L28/iNJujicfXPHcce1mnyvGQ1wRxX3hNs86AYw7rR3jvYZxmc9yxjoFjWjbPEMdT1sW2xWlWZ0Qcy3lv4bliXPCayuJ09+7dxf2Ex0a8hrl/2VyOvNdy/GftUjPWOH5xXzg+8d7Ec8H6k6zuPqtz4vq4P4wjro99ke0vxzTWGvH1zfVl12Q2nyn7KqsRy+KUYwy9neKU62KcEu8dPHeHOk7Zt8TPu72Mp4wL7ktWnzfbcdo0mQe16/OXSJIkSZKmy4Spj1VVvTcioq7rnRExp67rnaP/i4h3zNYOSpIkSdKRpq1G7Y8b//4ilv32DOyLJEmSJCnaUx+rCf49Xvsgzdx/5jtnOcFZ3n+GuabMEW5inilzZFmrw31nfnI2f0pWc8E8VuYEs81j5fbYZj1NVo/D42cOcnOeD85B9Nhj5awOu3btat035mqzno99w77n8iznOKI8HuZnZ7VA7DvWuxBrK7l/rKtq5l/zvPAa4fx3jDPG7cKFC4s2zwX3heed+5PFKfc32z/mvnP/WGvEWOO5aF5nnG+PNRVZXzJXnXHNvHnGaXYux9OMHb6ex8rtZ/WExL7+oz/6o6LNWspmrSXn8WFNLGsjs/GUc9+w73iNMk557Nw+664Yt6wT43XBOoNsHiCOaTxXzdczxrmuXuefYpzy/WxzPM3mAuM62Pe8j3P92bxF2fFye22fM7it7JrMxjfGEe8N3JcsTvmZha9n7SSvm2z+VcYh5xzl54S1a9cW7WZNG+/7vY5P2fyrjAO2eV0cSXHK88h1MU5Yv5zNXTvbccrriNvjuea9u+3zca/jKdv8zDQbcTq2rpZl9QT/Hq8tSZIkSZombd+oLa+q6isx8u3Z6L/jQHvZxG+TJEmSJPWj7UHtg41//zGWsS1JkiRJmiYTPqjVdX3HlFc6OFjM4cI82KyWiHn/zA3N5nwi5os382SZM0usSWBeKXNse52LgfUvWX5zNjcYc4S5/8w9b9aYjbe8bf6UiIh3v/vdY/+++uqri2XMH77iiiuK9he/WP5GDev7mAPMehfm/LJvshqzwcHBot4mywdnm3F49tlnF232LWufiPnczVjL6jpZB8q44nlj7Q9zu0866aSizdqerG6U54JxzTjN5u3hnHrZvEWMnfe9731j//7Yxz5WLGPfXHvttUX7c5/7XNE+66yzijbngGOcckxg37TV0EaM1Hg0j5dxyPGUfcv9Ya4+45h9d8stt7TuXzPWeE3ymuCxZuMp45DHxjjm+tnXbLPe7qd+6qeKNufG4f2C22M9DsdTHi/rxppxzGPP5szkvmVjN897VsuY1VQMDAwUdcaMU9Ymcf+5Pe4/95f1OcTjbY6vHGupbSyOOLiveGxss/6a9yaOj1lfnXPOOUV7w4YNRZt9z/GbsbJjx46izeuQ7eb+8TxwfOE1xmPnfH9PPPFE0eb4xXsb77PZvXLOnDnFddnreMp7H+OUn185Rx31E6fsiyxOeaw8Ns7Tls27RryGFy9eXLQZd1mbfcnxlK/nvat53THOWK+XjafZ7zuwvi6rE83itKm3X+mQJEmSJM04H9QkSZIkqWN8UJMkSZKkjpmwRq2qqgUR8X9GxE9HxGkx8pP8z0bElyPiD+q6fmmi9w4PDxf1SRdffHGxnDm+zJvlnEhLly4t2szt5DwcnA+LuaTNHGTuC2t1WHPB3PFsTiLmrbLOIJtXhznBrFvg+nfu3Fm0mRfLXPis5oJ9zTzd1atXj/2bOcB8bZZXzzx65p4zp5jnhuc9q6kYHh4ucpovv/zyYjn7jtvbvn170eb8XOxL1jaxho/724yFrCasrYYg4uA4ZZwzznhNMc6yGgqeK9aXsO+yehX2DWvamEvPMaWZe8/xiDVYzXq2iIj777+/aDPOWEOxfPnyos1zw/Oe1VLu3bu32OZFF11ULGdf8dhZG8m6MfYtxyj2NcfT5pjCuGK9R6/jKdfHWp9ly8ofIM5qbViD8Uu/9Euty7k/PNc333xz0c5qRdnX7I/meMzXcl84TxrrWVifzGuQ1yjjhnHKa5b27t0bP/jBD8ba559/frE8m5+KtUmsb2F/sD6Rfd82JmY1YVmcZuNxVvvDMSQbT3lNcr5C3sezulniuec13vZ63htYa846Kd7X+TmAnyOyOTwZ19m+79u3r/iscTjHaVYrmcUpx1PeGxhn2e8CsF6Pvx/BOOW5yuZh43jK9XH/mu/PxlP+Fga3zc9zjDte49yX5tg43v60aTuLX4iIFyPiurquT6rr+uSI+NED/+0Lk96CJEmSJKknbQ9qS+u6/sO6rse+cqjr+um6rv8wIpbM/K5JkiRJ0pGp7UFtZ1VVn6yqauw796qqTq+q6jcjov13xiVJkiRJU9Y24fWHIuJTEXFHVVWjSbbPRMRXIuIX21a6f//+ou6CdVWc64B5saxV2rZtW9Fm7RNzSXvNWW7KaiaYX838YtZUZLnv7BvmHLNGjH1DzEXn/rJv2Hec84R5tcwPb9ZBcC6rn/zJnyzarHlgm7nczPllLjjnJ9m6dWvRZl/Tvn37irxj1gEwz5/1MOybhx9+uGgzX5t9zXPD5YyltmXZ3FltdZoRB+eas+9Yz8K4Z50V8/CJx8550hinzOdmHQRjiX35/e9/f+zfWY1DNl5x24wbxgnfzzjJ5l7cv39/cfzcP14HrIXkmMFaI/Z9Nt9WL+Mp47Tf8ZR9xboC1jAwzlkny/pnxj3rDVnzweuCdWE8VxwzuH9NrNUh1q/wmuP7OZ4yTlg3NZXxtHm/4vZ5jbLGjn3HesNe4zS7rtrwPGfrbhurIw4ec3ivZN9yvOM1ns23yuXsO46P/JySads+Y5x9yTbvXawV575zvlbWibZdU6PLe4lTjjHTHacc83rB8bTXOOVy1qbz8yfjOJtbjONjFmdcP+OU4ynPRdu55zWX4XjK9zNust/KYJzwWNu0TXj9YkT85oH/SZIkSZJmSU8/z19V1ddmakckSZIkSSN6nUdtUf4SSZIkSVI/2mrUxrN2KhvhPD7Mq33kkUeKNms6WP/CPFzmOLPugNtj7VGbbI4NzjOR4TxnzBlmvjJzwdlmfQzf/453vKNoc96JrBaIc6TwXPzpn/7p2L8/9KEPFcuYO87aHPYdaxGzedQ4B11Wh5Vh7Q7jZtOmTUWbccR8ae4/68BYL8Pt8Vw1MW4uueSSos04Zb1Jtj6eC8rqlLh95vnz/ddcc03RZpyxL5k7zzhmXzavmz//8z8vljHmf+/3fq9oMy4Yx6xJYA0b44R5973GKcdTjn8cT1nfwjqubDxdsqT8kV+e2127dk24r4yrc889t3VdHB9Z08D13XTTTUWb4xXvJdlcYO985zuLNufO+bmf+7mi/fnPf75os46B53revHlFm2NCE89br/NGMk6y8ZR9xWu01zomxkV27+Tx9nqNs4aZy9vGLMYVx2bed9m3fD/bnHsrqxUibp/13Dw2fm5hnSprmLP5trj9ZtxyvGOc8ppmnHL8ZF+8613vKtocnx566KGind3r5syZU4wTrLPiZypeFxwTWJPHa5z7yzhl33N7TYwbzt3KdWVxymv6W9/6VtHm+MRrlMt5jbJOn3F61VVXFe2NGzcWbfYlx1OO923jKWsPs3nOuC3ex7PxlNvjZ/Ne7vutV2dVVQNVVf3FaLuu63806TVLkiRJkqak9UGtrut9EbGkqqq5ba+TJEmSJE2fyaQ+bo+IO6uq+kpEjH1nXdf1v5+xvZIkSZKkI9hkHtQeOfC/ORFxfPLaiBjJZ27m5XJuLuatfvOb3yzazKPlfANZ3daFF15YtFmX0MwdZZ4oc2yJeaucC4b52MyxZd0R8+h5rMw5zuqY5s+fX7SZq878a+ZbM6+W+eKcW6KZ+/53f/d3xTL2LXN8s/lUeF45bwVz15mbntVUzJkzp8jVX7FiRbGcffVnf/ZnrevL4pQuu+yyor158+ai/dRTT439m33JGgNeM4wLzlXIOT2yWkWeG+Z3ZzUOXB9reS6++OKizeuKNRbNvok4OPed9TsbNmwY+zf7jjUBWV4/8+Cz837eeecV7fvvv7/1/dTreHrLLbcUbe4/YykbT1etWlW0exlP2dfE88ZaRp4Ljr8cr7J7B+uevvGNbxRtXjesv/nsZz9btH/8x3+8aLMWiTUdrFNgnDb7g+eZ10A2XxXPBZfzGmR9Hs9zNp4yTrl+xultt91WtPuNU97reC9u9jXXzXoT7gvjlHHBejzWzjBue73vs8045fhM2blgHGZzgDb3h/cWXrO85njvYI0Y+yKr/2ONW+a4446La6+9dqz98Y9/vFh+xx13FG1+hstqgHmusvsB47R5XWdxSjxPWZxm41E2nnL/suuGn6l4f/jRH/3Ros16ao553H/em5vb5xxs/OzL8TUbT3leFyxYULT5+xCsyc3mXmxKH9Tquv63B3bqmLquJ/51A0mSJEnStEh/nr+qqqurqtoYEZsOtFdXVfXpGd8zSZIkSTpCTWYetf8YEddHxA8iIuq6XhcR75nJnZIkSZKkI9mk5lGr6/px5GO2TgCwf//+orYpm2uBuZqsZ8ly45nzfMoppxTtNWvWFO1mHRfnI2HtC2sgmFvOfeO2iTVfWR4s+4Y5vczhZb435/667777inaWl8s6CeY8N+fbYr4wc9PZV8x3zvqGefic64s1bJzXjKqqKrbBHOZmXVNExJlnntm6/azWiMuZr33nnXcW7ebxZLU7rLPKasYY99l8ftz3rI6AcchzwVpKzoXz/e9/v2hn1yGPhzVuzflZWEfEfWMcZnn3PBaOXxwTspoL6nc8ZT0Lr0Pm2vPccgzgeNrMzed5YE0Ez2NWx8ltZ8eWjaesceCxcjlrjViPwvsFazwYpxxjGKfNOoYrrriiWMYa4Gw8pWw8ZU1ar+NpXdetccq+zM5ldl3weNm3DzzwQNFu1l3xmuT4yfOYjafcdjZPGteXzRfImjFeN9nnAra5P7xOOCcU2824Z20g58LKjo37xji86KKLijZrxLI5P+n444+P973vfWNt3g9Yk8Z7L2XzYWVxum7duoP2b9R0xymv6V7HU57LXj/PMo5Yn8f7Qzae8nh4rh577LGxf/M3ATgHZ69zG2a/H8GaNNaJMu7bTOZB7fGqqq6JiLqqqqGI+OcR8XDyHkmSJEnSFE0m9fGfRMQ/jYhFEfFkRFx6oC1JkiRJmgGT+Uatruv6l2d8TyRJkiRJETG5B7V/qKrqgYj4rxHxjXoSP/5fVVWRr/nd7363WM5862xuMW4yy7XP5mXjXBNNzKll/Rvzl5krzpoKzh3GHF3O5ZDV4/FYmPfP+hjWWbGe5ZVXXinazMvlcs4V0TwXPA/sSy5n7jaPPatpYB0Ua76YI0x1XRf7wHPBNmvUeG55PIxjHv+XvvSlos3jb55Lxhn7luctm2+FcdjM5Y44+Fg5f16Wl5/NPcb8bM4txrlxWEvJ4+W5Yj5481xkeffZPGk8Nr7/1ltvbd0XXqMZjqes3+N10DbnUURe+8Pj/9a3vtX6eo7fTewb7ls2nrKegzVv/Y6nPLesAeF1wdezXpHXCe8fHE9Z39g8l1/96leLZTyW6R5PWefEvs3GU8bp3XffXSzP4pTjZTYPHF/P647a7vvsK55XxinxGmcc8XNBdt/N6kZ5bri/7CuOp3w945TjM+N02bJlY/9m3TvnCWNfsHad55l19RdccEHr+nisWa3m/v37izH4wx/+cLGctY0c/9hXPFdZnHL+QOonTnmNZ3PRTnec8lyyppfjdzaesi6Wfc9Y4rNFM+6//vWvF8vYl9lzR/Y5gXjNsd6Q95Y2k0l9PDci/iwifiUitlZV9ftVVZ076S1IkiRJknqSPqjVI26p6/ojEfGPI+J/ioh7qqq6o6qqq2d8DyVJkiTpCJOmPlZVdXJEfDQiPhYRz0TEP4uIr8TIj4r8dUQsm/jdkiRJkqReTaZG7a6I+P8i4qfrum5OOHFfVVWfmcxGWC/DOinOvcO8WOaGMg+Webdnn3120WbdQDNPlvPgMAeWObTMAWbu+sqVK4s261GYf8xc8GweCi7nsWd1UpwniPuT5UBzfq3muWTfMd+ZtSzZvDyME+a+cw6OrHYx82M/9mNFm+eOdVJcf3bu2B+MFeZzN+dKYz4zc8WzWkrmS69atapo81izY8+OlbnrzM9mnLIvn3nmmdb9yWqfGLfNWGLfZeMPx4+sZpbjTzY/VDaXGPG64PjK+hXm8bOvuD+sR1myZEnRZn806xymezxdsWJF0WZf8lhYo8a+5bEy7nhdcM4mHjuvi2zuSMZeW+0R94XjHecY4raJcXPuuWUFA9ef1dhmuD22OSZw/3kNc4xhvfTixYuLNu8vzTGF4wvjlNtiPQqvuWbNVsTBcck45xjTa90s67Z27NhRtHnsjNtsPGV/sFb013/918f+fd111xXL7rnnnqLN8/7FL36xdduMM44/jFP2DeOWXn311bjrrrvG2qxt51yxxM9AWZ1WFqccQ6YzThl3S5cuLdrTHac8d5xjj3WuPHaO31mcZvMBNj9zcV84Fy0/G2e15Ixr3qs4P18/4+lkXnneRD8gUtf1H056S5IkSZKkSZnMg9opVVV9MiIujIixR8i6rt87Y3slSZIkSUewyfzq419ExKYYqUX7txHxaETcO4P7JEmSJElHtMl8o3ZyXdf/paqqf17X9R0RcUdVVa0PalVVFfmXzKdm3ms2Vw7nX1m4cGHRZq4n25wfplkbxDzSbA4O1hkxV511A9yXrJ4km5+K87UwT5bbZw0b8265P1lNHLfX7A+eV+btE/OvWX/Cfed8LcxPZh1XNocScZ4N9hVzy5lvzb5hPjhzlNm3jPNmjQrz8hmnPG/Mu+c1wL7nvvH1XB+zodnmdcK+4fZZr8JYYo1dFqdtc0IxD/6cc84p2jwWzpfHOG07bxEHz1XDOi4uJ85PxfE0m0OO22NfcjzN4pR927zOua1sDrosTjiecd+y8TQbA9gX7EvWhLCeMRv/uX22GffN9THOWD+yfPnyos0ar2w85dyFPNapjKfN88Pritd0NvcY94dzOzIW2GYsNeOUnzGy88TPKFw3a8CyOOV5z+77jFOea/YVr4PsusrGc445F1544di/t23bVixjTRm3xdrsbPx68MEHizbv+/wMl8Xp66+/HmvXrh1rczxj3RTPDetoOYYxTjl+st1W7zjTccr6ukMdp9l4msVp2/FzPGQ9Hz+vZTWzrD1ct25d0e43Tpsm86A22rNPVVV1Q0TsioiTWl4vSZIkSerDZB7Ufq+qqgUR8b9HxP8TEfMj4n+b0b2SJEmSpCNY+qBW1/XXDvxzd0T8aEREVVXpg1rzK0n+3DO/fmXqDb/OXL16ddFmGlj2s+/8yrKJP6XNlAV+1cuv5ZnClf18Kb/q5devTK/j/jAdhV8189iZesS0hCyFjl/zM5Wz2bfsG36VzNQWHiu/SuZPY/PY2Tfsy8l8tdx8Db+Wf+6554o2UySYBvWzP/uzRXvjxo1FO/vJe/5UbhPTSHkeeB6Z5sSUNPYd+4o/Ucw4YByx73numB7IMYD7z/QYnhvuby9xyr5hihZ/tpc/u8v3r1+/vmgzbojv588CU13XxZjIvmR6COOS4+mll15atHm8nDKEYwpTOpp9fdZZZxXLsvGU13yWkpulDjIOFy1a1Lo+HjvvFYw7XoecMoSxQNnxN7fHa4Syewfvu9u3by/aPHbeu5hqOZnxtBlrxx9/fLGM412WpnrxxRcXbaaBMU6ZQsefUW+e+yxOOR7xPHEqley+z5QsnrssrZNpU7xXcH85BnA85b2JKXBcH1PommNCdl975zvfWbTvvPPOos3xlVMNZD9z3ut9f//+/UVaG+OE4ynPDWPh3e9+d9FmqjxTfhmnHE+bscTxK4szXvO8F2VTFzBOBk8S3AAAIABJREFUeR9lX3A5z1U2nvIzIu/FjFPieMoxp7k8m2KI4x3HCK6bpS8879Px+XRsXyf9ytK/mOL7JEmSJEmJqT6o9TZDqyRJkiRp0qb6oDbuBNiSJEmSpP5NWKNWVdUrMf4DWRURR4/z399a6eBg8XPezMFlnirzn5l/ffvttxftrO6BuZ/MRW3m0Wc1EHxvVq/BfGTm6DL3m/V1rCVizjHXx3o97h/3v1fZz8E283pZL7Jp06aizRxd1py11RVFHJxLzn254oorijZrc9g3Q0NDB+VcNzH3fvPmzUWb5/qmm26acF0RB8cpY4Gx2Nx/9k0Wp6xvYZxmdZzcN/YF61uYv8318adus3zxXvUSp6y/488/M05Z28PlvIbZd9wX1jQwTlmzNjQ0VIynHD+5Pdbr8bq54447ijbPHXPzeXw8t839ZZzy2FgLwzjksfGay+KUy1kXy/o+HhvvPYxTHg/rVrk+trPrtHnuOPbzPslrijUSrLngvmTj6WWXXda6nOducHCwqI3qNU45RrGWieeO9Ts8d2w3+7rXOGVdEY9l69atRZvH0m+c8lj4fp4LHg9/9pzry+KU1+GNN9449m/WyfM+9oUvfKFo8zMLzwX3jX3JOORvGPDYN2zYcND2mvWR2bnidcTrJotT/gZDdi67HKesIe43Trk/jFN+7uD6ss/nzXPH+xzHH26LNbG87/cap6y55fK2erwJH9Tquj5+omWSJEmSpJnT35+xJUmSJEnTzgc1SZIkSeqYijmv0+Goo46qWefQxFqmrE6M82owN5+v7+WYmOOb5QBzW9m+M6+VefvMseX2WNfE7XF92f5Pt+bxsd6L8/owp5d5+Zzzg33DY2WOMbc3Tr3LmrquxwrZjj766Lo5jwfXx3xsztuTnfssDrNz1Vw+03HKPHzmW/P92bw7zK3n+mY7TpvHx9oWzjGU1eNlcyfyWFlbxLm4+Pr169cXcTpv3rzW8TSb+4Z9zRqRZv1bxMHjM2OF72/OO8RrLsN9a6snjjj42PodTxn3XB+3x/dTr/dTvr6tlpK1LqwrYlxyPqhex1PGHF+/ZcuWg+KU+9jEOM3ONa87zg128sknt76fcdqs/en1vpnF6Uzf97P1ZTXMxOPp9fibccrzws8BjFPe51mTm8Upr1mO53z9I4880lOccj7YbDxlnHJ+QMYpGacTezvFKWOOn5kYp8W2xvuPkiRJkqRDxwc1SZIkSeoYH9QkSZIkqWMm/Hn+fgwPD8ezzz471ubcB8xTZU4vc+2Zx8r1ZXUDhxL3tW2urIiDc3yzubcyvdZNZTnD1MwRZk4u5wFiDi9rDVnDlu0L18c5ObK5uYaHh4t56zg/Cvu6y3HWryxOWUfFOGVfZXGa5Z5nr2dsZDVuzeWsGeP8KowDzpfHXPYsTtl3nC+FfU179+4t8uV7HU85N2N2HTKXfsuWLUWb/dPcn15r1PqV1TkxLtjm/mbLe43TfmrWeGyMU+5bNudQr+Pptm3bivZk4rRZF5eNKayFZM1yFqes4eP+8rqbzTjtdW7XrNYmu49n26PpjFOeV86rNtNxynkus/v+TMcpj4+1UF2KU47l2efTrGaXbb6fnwtmczw91HHK39roZe5Yv1GTJEmSpI7xQU2SJEmSOsYHNUmSJEnqmBmpUavrusi7ZS4nazxYA3L00Ue3Lu+1jqrLWA/CuWuYF8scX9Z1Mec4y+nlXBFcf9bXzZxk5iczJ5fzUFA250fbtsdrs46K9u/fX/QX+/pIxrjhHHWcC4zXNM8F60vY11kuOusC+olTvpe1jbwmiHGa1S72G6ccT9k3/Y6nnB+Q1y3fnx3PbGJfsC6Wc8RxX1kfks2Nk22fc5f1WjvUXJ7NJ/riiy+2rqvXuQm5PfYN61Moi1Peq7I45ZjB1z/22GNFm7WnhzJO2fccL1lvyPEwm5uRy7O6fbZ5L+4nTvlezitmnHY3Tol9wTpQ1ttlccfl/Hyabb9Lcdrr59N+47TY9qRfKUmSJEmaFT6oSZIkSVLH+KAmSZIkSR0zIzVqxLzT5hxrEREvvPBC0e41D/VwwrkcWEOxevXqos36FebVsr6E+dVZjRv7OqvPoea53blzZ7Esq/fI5tzQocP8adZSXnnllUWbcfroo48W7Zdeeqlos66Kcct8bsZKNtciNZdz3h3WSHDbXPd0j0e91mjwOuE1y1z77DrLaoiprYZitq/hbM6jq666qmhzTrnjjjuuaPPexGNljQXHNPYla9Z6mceSY302x1sWp7N9brL6PY4J2X0/q81k/3Rp3kvObcjaH87ZdOKJJxZtfkY65phjijbjln2Tjadcf6Z5bp544oliWXbfn+nxtFf9xmmv42mX4zQbT1etWlW0+Tlh165dRTurTc/G037jtHlu+o3TQ/n51G/UJEmSJKljfFCTJEmSpI7xQU2SJEmSOmZWatSY68m8VOZP09updok1YqwnYX40a3/YV5yzg+vP5pvK8nIzbfOo6fDFuOB8JqwRY5zyGt+9e3fRZlxmdWFZjUWm+fqsBqvrsr7JxtMMz83hhHHL+fcom5+P7ayGIlueab6+33kdD/V9M4tT9lWv+9vlOGUdEs8l+4b1Mqw7zer8586dW7RZu87tZbXqmeb6srmxuu5Qxylj5VBet4wD3rdZI8YaNfYday+z8ZXH3ut8qfR2+XzqN2qSJEmS1DE+qEmSJElSx/igJkmSJEkdMys1aplDnUt/KLFG4t577y3azF/O5nZgTi/npyLmEEvj4Rwk3/ve91pfn80tw7z/rG6M87EcyY7k8ZIYVxzPtmzZ0vp+jpfZXGVZ3Vg2Z1Iv5+7tfp7fzsfHuHzyySeLdjYPJGt+Kaubyu77XN6lOqmumem+6HJfsxbygQceaH09jyX7fJrVNx7u9eTTxW/UJEmSJKljfFCTJEmSpI7xQU2SJEmSOqYTNWpHEuaiM1ecuexZjVqvy7P9kSIOjgvmiu/cubOn9xunmgmMC87zw3mAiHPr9Furk9Vo6MjAWhzOQ9lrnHF59v5suXGp8XA8ZU1uNi/ldMexcTrCb9QkSZIkqWN8UJMkSZKkjvFBTZIkSZI6ZkZq1KqqKuYBsb5k+gwMDLQunzOnt2fvbH2Hs8HBMrw590xVVTF37tyxtnE6fbI4fDvHXa84Z9KePXuKNsdT8/anD8cITYzX7HjjqXGqQ41xOt5cicapDrUsTpv8Rk2SJEmSOsYHNUmSJEnqGB/UJEmSJKljqpnIz62q6rmIaJ9oSZp9S+q6PnW0YZyqo4xTHQ6MUx0OjFMdDoo4bZqRBzVJkiRJ0tSZ+ihJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUsf4oCZJkiRJHeODmiRJkiR1jA9qkiRJktQxPqhJkiRJUscMzsRKh4aG6nnz5k24vKqq1vfv3bu3dfmcOe3Pl/v3729dXtf1hMsGBgam/N6IiMHB9i7N1p/te7Y8k70/6/u2c5cdWyY7r1nf7tmzp3X566+//nxd16eOtoeGhuq5c+dOeX/eznGa7Xu2/n7jdN++fX0tn8k47ff9Wdy88cYbB8Vp23iancvh4eHW5dm5yvq6Tb99lR1bdi+Z6Tjtt+/a9j+7BjNZ32fLs/H0zTffLOJ0cHCwHhoamvD12bnK+qrf8bRNv+NptvxQy/o+67t+xtN+roHJyPZ9z549B42nRx111ISvb4vhiIgf/vCHfe1PP+NpNh6edNJJrcvPOOOM1uVPPvlk6/Ldu3e3Lu/3OjiUcdrPuicjWz/H06YZeVCbN29eXHTRRRMuzy6EF154oXX5Mccc07r8jTfeaF3edqEtWLCg9b3ZRXbqqeP285hjjz22dXk2CLzyyiutyzOvv/566/Lnn3++dfnRRx894bLjjz++9b3ZRZy9/8QTT2xd/vjjj7cuv++++3Y223Pnzm2N07aHuIg8Ttv6KiKP07YPSvPnz29976GO01dffbV1eSZ7f9b3bTfirO+yATW7GWaee+651uXr1q0r4nTevHmxevXqCV+fncvsusjGhJdffrl1edsH6BNOOKH1vdlD6ymnnNK6PLvGsoeN1157rXV5JruGX3zxxdblbWPMcccdN6V9GpXFeTbeZh/a1q9fX8Tp0NBQrFixYsLXZx8ysw+BWX/0M+Zkcfrmm2+2Ls/i+FA/yGWfubI4bjt32Wem7Brr948x2fi1ffv2Ik6POuqouPTSSyd8ffYw8+ijj7Yuz/rypZdeal3eNp6efPLJre/9yEc+0rr8k5/8ZOvyT33qU63Lv/71r7cuz8bbTNt9OyK/xttiKeu77LN1v3/czvZ906ZNOydaZuqjJEmSJHWMD2qSJEmS1DE+qEmSJElSx/igJkmSJEkd44OaJEmSJHWMD2qSJEmS1DEz8vP8e/bsiccee2zC5QsXLkzf3yb7+ezs56RPO+20CZdlP6ec/cztU0891bo8m9MoW3+/8/5kPzGa/ax728+2Zz872zYXVETEhRde2Lp80aJFrcuznyGn4eHh1veceeaZre/vdz6VfuI06+vsPD/99NOty7M4zdbf7/xV2fqzn8Num8Iju8azOM22nfVd9rPn462v7XxlPx2e/Tx2ds1n56rtZ9Ozn1zPxrtsKoN+4/RQj6dtPwufxVk2hUa/4+nNN9/cupyyOM2mkchk0/Jk123bmJSNp9lnkuxc9TtHU/b+7KfBs589z+5FbT9tnl3j2fiUxXH2/myqFup3PM1+Zr3fOffa+iObiuD2229vXb5jx47W5XfddVfr8mz6puzY+p2bNou1tjGm3zjNpuXJrqFdu3a1Lm/jN2qSJEmS1DE+qEmSJElSx/igJkmSJEkd44OaJEmSJHWMD2qSJEmS1DE+qEmSJElSx/igJkmSJEkdMyPzqGWyeTOyuXGy+V/mz5/furxtLohsrpZsroVs22+88Ubr8mzenUw2r082n0rbvD4R7XOHnXHGGa3vzfq2ba6WiHyum37mqRhPtr/Z3DqLFy9uXd42/1REe5xm5zGL0wULFrQuP9zjtO3cZHGabXvp0qWtyzdt2tS6vNe5u4aGhlrnh1m2bFnr+9euXdu6PIvDrK/b5r7J1p3NRdjv+7N5eTJZnGZzd2X737b+G264ofW9V1xxRevy008/vXX5ZZdd1rr8q1/9auvyXmXXVdbXv/Ebv9G6PBvzvv3tb0+4LJuDM5sjaWBgoHV59plmpufzy+YE3bp1a+vyU045ZcJl2TWQmTt3buvynTt39rV+GhwcbJ2jdMWKFa3vX7NmTevyfu9dbbHS7zy+2Txs2WfzbPuZLE6ze+uDDz7YurxtzDv77LNb37ty5crW5b/4i7/Yuvwzn/lM6/Ibb7yxdXkbv1GTJEmSpI7xQU2SJEnS/9/encdYdd5pHv+9FFAuKAowYFaz7xiMwY4XvCf22LIi2VhJ44w71lgZxVInPZnMpEcjWcpk0USj0bQy3a1WazKTxNPptGficUgUhVi2gxwbY2PTxOwUOxS72TFbAe/8AVhwzXmeSx0uvnR9P5Jlisfn3nPPfc97z+uqOg/qDAs1AAAAAKgzLNQAAAAAoM6wUAMAAACAOsNCDQAAAADqDAs1AAAAAKgzNelRa2xsjAkTJhTmru/E9VC4DijXraP6utavXy+3dR1urrenb9++MnfHxnWWuP6rjRs3ynzy5Mkyb2trK8w++ugjue3o0aNlvnv3bpnv27dP5u7YVvasNTY2xvjx4wv/+7LjtFevXjJ3PWyqu8aN02HDhsnc9aB92uN0w4YNMp8yZYrMt23bVpi5Pr4ZM2bI/ODBgzJ33Vmqwyfik+M8pST7a1x3jnsv3Zzljpfqvtm5c6fc1h2LnLPMy34WuA4nt/2WLVtkPm7cOJmrXiM110ZEfOUrX5G5OgciIlpbW2XuOkErde/eXXZHui4x19H0zjvvyHzq1KkyV3Oem8/cOeTmM9dP5T4L3Dh127ueONctqXre3GeJO0ddh5zqkIzw5+iRI0cu+trNp+68u/7662Xu3gs3n6peTNcV695H916V7REu2+/q+vxcF5p6fW5+efbZZ2XuOuBmz54t8/nz58t8z549hRnfUQMAAACAOsNCDQAAAADqDAs1AAAAAKgzLNQAAAAAoM6wUAMAAACAOsNCDQAAAADqDAs1AAAAAKgzNelRa29vl10UAwcOlNu7LgXXh+C6d1RHU58+feS2rnNo6dKlMnfdWq6LzPWxuP13+cKFC2WuOuhch8a7774rc9XHFBGxZs0amTc0NMi8Unt7u+wach1P69atk7nrvnH9MZs2bSrMXDeN60v5tMep2/+y41R13bhxumjRIpmPGDFC5ld6nJ48eVLOp+qcjPBzluPeyyVLlhRm7n12c/Xq1atl7vZN9ZRF+N4gdx6416eOTYR+79y2jz32mMxvuukmmS9fvlzmrp+q0qlTp+LDDz8szF3/lOuIWrBgQalcdYm5OcH1p7peSzfOXA9bU1OTzF13o7Nq1SqZqx4515np3lfVuRvhO+BSSjKv5K5Py/ZOdumiv//h3sv333+/MHOfi+5zf+XKlTKv9Xzq5kvHzYmqc8+dY3PnzpX52LFjZf7iiy/KvMznMN9RAwAAAIA6w0INAAAAAOoMCzUAAAAAqDMs1AAAAACgztiFWkrpE78pmlLSvxUMAAAAAOiwar6j9nJK6ePbLKaUBkfEq7XbJQAAAADo3KpZqM2NiP+bUmpIKY2MiFci4j/WcqcAAAAAoDOzPWo55x+llLrH2QXbyIj4as75bbVN79694/Of/3xhvmPHDvmcrjtn0KBBMm9paZG56sdyPRLt7e0ynzlzpswHDx4sc9eTceDAAZnv2rVL5v3795f5pEmTZK66wQ4dOiS3XbFihcyd+++/X+atra0yr+y66d27t+wicuPU9WW5vkDXKaK2d30lrrNjxowZMnfnWNlxunv3bpm7cTp58mSZlxmnrmvGue+++2Tuxmllz2Nzc3Pcc889hf/94cOH5eO5+fTGG2+UuRunaj51nUFuPp0yZUqHnzvC96C5Y6d6wSJ8N9jo0aNlrsbpkSNH5Lauu8t1Hj388MMynzdvnswrNTc3x6xZswpzdyw3b95sH19xn91qznQ9am6cui4w13XoXpsbC/v375e5O4eHDx8uc9Vd6zo13fvqesfUtWRExPz582Veqbm5Oe69997C3B1r9/ngjqX77FTXiO5zv2tXfUn/uc99rsPPHeE7jFUvbYS/PnXzqesyU/vnetR+8pOfyPy2226Tudu3ZcuWyVwpfFdTSt+88MuIGB4Rf4yIO1JKd+Sc/7LDzwoAAAAAKKSW35X/K/Llgr8HAAAAAFxBhQu1nPN3Kv8updQlIppzzvpnhwAAAAAAHVbN7fl/nlJqSSn1jIjlEbEypfSt2u8aAAAAAHRO1dz1cfK576A9HhHzImJURPxpTfcKAAAAADqxahZq3c71qD0eEb/OObdHRK7tbgEAAABA55Vy1muulNKfR8R/iIgPIuKxOHv3x5/lnAvvF33ddddldctndyvcvXv3ytzdgnTfvn0yV8aMGSNzd8t199wHDx6UeUNDg8zd7aZdfuLECZlX3hq8krq1ubt17NChQ2Xu3ld37Ny4Wr58+eKc860X/PdynDY2NsrHc+91LcfpqFGjZO5ur++e293C3o1Td7tpN06PHz8u802bNsm8zDgdMmSIzN376o6dG1crVqy4aJw2NjZmtU9uznK3RXdVCa5qQRkxYoTMXQ2De253K2136283Ftwt310Nhrs1ubq1uas2cOPU3ZJ9586dMne34l69evVF47R79+5ZzTtuznDvpTvv3FhJKRVm7rPJjVO37+7W4GrfIvxnm6p5iPDjdOvWrTJX++/2zV0zuc+CPXv2yNyN03Xr1l3WfOqqFtz+uPOqzHw6cuRImbt9nzhxosznzJkj8x//+McyX7BggczLjtONGzfKXJ2HZa9PXa3C9u3bZe5e+8qVKy8apxeqpkftryLiry74q80ppQfcdgAAAACAjrELtYiIlNJjETElIi78XyffrckeAQAAAEAnV81dH/8uIv4kIr4eZ4uvvxAR+udZAAAAAAAdVs3NRO7KOX85Ivaf61a7MyLG13a3AAAAAKDzqmahdv63SI+mlIZERHtEDK7dLgEAAABA51bN76j9JqXUJyL+a0T8U5y9Nf//rOleAQAAAEAnVs1dH7937o//L6X0m4i4Lues75MOAAAAAOiwwoVaSmm2yCLn/HJR3tDQIDsHXEfS+PH6V+BcF1i/fv1krrieiba2Npm7fRs7dqzMXY/Ejh07ZO66Zvr27Stz17+l+rHKdsC5fpGWlhaZHz16VOaVGhoaZNeQey/HjRsn85MnT8r8+uuvl7nq1nF9KWXHqevmqvU4dZ0lZcap69Zy48yNU9ch5zqVKjU0NMh9cv2C7px376Xr41LHc/To0XJbN07cZ8Xw4cNlfvr0aZnv2rVL5q57x73XbpyqY+/OkUmTJsl88eLFMnc9bR0Zp6p3zr2XrhfOzafueKkeo6lTp8ptDx8+LHPnZz/7mcxffPFFmc+dO1fm7rW7cXzDDTfIXJ1H7rndNc/SpUtl7nra3Liq5K5Paz2fuu3V5747lq7Pz3XauU66xx9/XObz58+XuRsrrrdy8GD9W1dlxunkyZNl/t5778n8So/TC6k9fyki/njun4izd3w8L0dE4UINAAAAANBxaqE2OyLmRMS0iPhVRPxjznndVdkrAAAAAOjECn9mJec8N+c8JyLui4j1EfHfUkpvpZTuu2p7BwAAAACdUDW35z8eEQcj4lBENEeE/kFMAAAAAEAp6mYiD8bZH338TES8FhH/Pef8/tXaMQAAAADorNTvqL0WEUsj4q2IaIyIL6eUvnw+zDn/eY33DQAAAAA6JbVQ+1dXbS8AAAAAAB8rXKjlnF+o1ZO6ngnXY+G6a1xfger9Wbt2rdx25MiRMnc9Fv3795f5Rx99JHPXJeOOneuAcl1oqqvMbeuOzSOPPCLzhQsXyvzMmTMyv1y1Hqeuy0xx43TEiBEyd+PMjVP3XrqOuEOHDsncHVvXhabGqdvWdSY99NBDMn/33XdlnnOW+aWobh03ztzzNTY2ytyNU9Vds3XrVrmt6xlzXV6uM7PsOFXdWxG+d8gp062zaNEimasxE+HnN/faL9ewYcNk7nqI3JznjqUap+65X35ZtxF9//vfl7nrr3J9gO4cd3Oae32u20vN1+64L1myRObuusF1IV7pceqOtdufMp9NbvsNGzbIbV0X2M9//nOZf/jhhzLfuXOnzF3/qZuT3Hvpjq2a791zu+tLN07dfOo+Z5VqbiYCAAAAALiKWKgBAAAAQJ2RC7WUUkNK6d9erZ0BAAAAAJiFWs75dEQ8dZX2BQAAAAAQ+q6P5y1IKf1NRPyfiPj4DgQ553+q2V4BAAAAQCdWzUJt+rl/f/eCv8sR8eCV3x0AAAAAgF2o5ZwfuBo7AgAAAAA4yy7UUkq9I+LbEXHvub96IyK+m3MuLDo6ffq07OtyXWTLli2T+ahRo2S+Z88emas+hLFjx8pty/Y8tLa2ytx1MTiuF6ilpUXmmzdvlrnqomhqapLbuh4K9765TiTXDVap7Dhdvny5zN32Zcap6ysp2y3jOotcn5/jxmmvXr1kvmXLlg4/d48ePWTetaueFl3XzJUep2fOnJHbDBkyRG7vuswGDBgg86lTp8pc9ay5+c71kLnum40bN8rcdSK5HjZn//79MndjQfXEufnUHTv32vfu3StzN19XOnPmjOzUcvvrxqmbE9x7oXo23Xz2yiuvyLytrU3mzz//vMxdr6TrOWtvb5e5O4+mT58uczWWfvvb35Z6btfx5t5Xd81V6cyZM7LLzJ137hrJffaWOe/cNYXrtHMdbvPmzZO5OwfddYnr9Ny3b5/M3XmiXl/Pnj3ltq7nzM2n7rrAnQdKNSP8xxFxOCK+eO6fQxHxkw4/IwAAAABAquZ31MbknJ+84OvvpJT+WKsdAgAAAIDOrprvqB1LKd19/ouU0qyIKP55DQAAAABAKdV8R+25iPjf535XLSJif0Q8U7tdAgAAAIDOTS7UUkpdImJCzvnmlFJLRETOWf82HwAAAACgFPmjjznnMxHxF+f+fIhFGgAAAADUXjW/o/ZaSunfp5RuTCldf/6fmu8ZAAAAAHRS1fyO2p+c+/efXfB3OSJGF23Qp0+fmD17duEDus4S10+1ffv4zCN9AAATXklEQVR2mU+YMEHmAwcOLMxcd0zZzqL+/fvL3HU97N69W+bjx4+X+aBBg2TuejJ69+5dmK1bt05uu3PnzlLPfffdd8v83XfflXmlPn36xBNPPFGYu3G6YsUKme/YsUPm48aNk7l6r1wnhxun27Ztk7nrl3JdZK4jrsxrj/DdOzNmzCjMXPeW60NxXYSzZs2S+aJFi2ReqUePHjFz5szC3M0J7r1w3TxPPfWUzFXH2wsvvCC3dZ1D7rW53h43H7reIXcerVq1Suauk0mNY/dZ4jqRXDeWe+3utVVqamqKadOmFebuvHLvtRsrw4cPl7nqC3T9TT/84Q9l7nrM3L67cebme9eF6I7to48+KnN1bBcvXiy3ddcFt9xyi8zd57B7/Eo9e/aM2267rTDftWuX3N5df7o+rjFjxshcvZfu+tR9brprMNfXN3HiRJm73sihQ4fK3F1TuflUXZds2rRJbuvmU3VNEeHnU/fa1P5V8ztqT+ecF8hnAAAAAABcMdX8jtrfXKV9AQAAAABEdb+j9npK6cnkvvcOAAAAALgiqlmofTUifhERJ1JKh1JKh1NK3P0RAAAAAGrE3kwk56zv8AAAAAAAuKIKv6OWUnr6gj/Pqsi+VsudAgAAAIDOTP3o4zcv+PNfV2TP1mBfAAAAAAARkXLOlw5SWpJzvqXyz5f6ulL37t2z6nMYPbqwgi0ifI9Fly76V+tc78aZM2cKs27dusltT5w4IXPXP+U6OFxPhOtwcj0WN954o8xdP9UzzzxTmE2aNElu+73vfU/mrsNj3rx5MlcdbxERK1asWJxzvvX8126cjhgxQj6e6wWq5Tjt2lX/1LJ77Ouv1531rgPOdcW490J1b0VEDBs2TOau82Tq1KmF2Te+8Q257fPPPy9z14X4u9/9Tubu2KxcufIT41Q9p+qFjPBzghsLjhrnhw8fltseOqR/3dnNp64XyPWsqR7FargOqba2Npmre3S5c0zNDxG+z2/u3Lkyb25ulvmaNWsuGqfdunXLaiy5ri83Tt39zE6dOiXz06dPF2aun8r1pLlj5ca561lzfYCO61J0x06dR8eOHZPbFl1jnnfnnXfK/Fe/+pXM3TVRa2vrJ+ZTNRYHDx4sH+/gwYMyL/u5r46Xuz51j+3OQXd96vpTXc+aOzZunLo5QnHXts4999wj85deeknmriN59erVF43TC6mjlgv+fKmvAQAAAABXiPrf8hNTSksjIkXEmHN/jnNf62+JAQAAAAA6TC3U9M+xAQAAAABqonChlnPefDV3BAAAAABwVjWF1wAAAACAq4iFGgAAAADUGRZqAAAAAFBndBlTgZTSvJzzo0V5c3Nz3HHHHYXb33777fLxly1bJvP9+/fL3HXbqM4U10PhOpBcJ5HrkHM9Fa7nwvVM7Nu3T+aud+iWWwrr82zXyxe/+EWZ7927V+auL2X+/Pkyr9SzZ8/4zGc+U5irLCJixYoVMnfHesmSJTL/NMfpqFGjZO46Qdw4dT1q7hx3fYOqd+ymm26S286ePVvm7hy70uO0qakppk+fXpirLCJi9erVMnevZ+nSpTJX3T6un8kdq7Fjx8r8ySeflLk7B7/1rW/J3J3j7r103V+qn8vNp677y3UmPfLIIzJ/5513ZF6pqakppkyZUpirLCJi/fr1MnedfGvWrJG56nBSHWsR/nPZdYAOHz681OO7zk7Xe+n6t9zjq640183qxuHIkSNl/oMf/EDmP/rRj2Te2tp60de9evWKz372s4X/vergjIhYvny5zF23o7u+VePU9fm5+dTNKXPmzJG5+yypotNO5u4cL9OlOGbMGLmt63hz4/ixxx6T+dtvvy1zpXChllKaURRFhL4yAAAAAAB0mPqO2nsR8UacXZhV0t92AQAAAAB0mFqorYqIr+ac11YGKaWttdslAAAAAOjc1A9l/ieRf/3K7woAAAAAIEIXXr8ksrm12R0AAAAAwGXdnj+l9Jta7QgAAAAA4KzL7VEbWpO9AAAAAAB87HJ71HTx0zknT56Mbdu2FeavvPKK3F5tGxFx3XXXyXzoUL2e7Nq1+GW7ngnXV+L6oVwPhuuHcv1St912m8xdT9qmTZtk/rWvfa0wc91a7rW7HrW7775b5q4z6VL709bWVpgfOHBAbr9r1y6Zq3EWETF48OAOb+/GqetyKTtOjx49KnM3TmfOnClzN05dn8uqVasKs+eee05u6+Yf1znkOujcHFLp1KlTcqz94Q9/kNu7cdrY2CjzgQMHylyN0xEjRsht9+zZI/MtW7bI3I3zQYMGyfyFF16QufssUb2SERGLFi2SuervWrv2E/fxuoibX9atWyfzW2+9VeYHDx6UeaX29nb5frpeNndede/eXeb9+vWTuTpergvMfTYdP35c5m4+dL2Yrl/KdUS553djyfVXKe4cd52eqpM3IuKnP/3pZe1Pv3794ktf+lJh7nopv/CFL8jcXTeUmU/d+7x7926Zb9y4UeZuPu3Vq5fM1fVURMSwYcNk7nrYXNeiuq5x1wyua9B1wLneXXcOKvI7aimlhpTSP5z/Ouf8bIefCQAAAABQFblQyzmfjogRKSX9v7IAAAAAAFdMNT/6uCEiFqSUfh0RH39fMef8lzXbKwAAAADoxKpZqK0/90+XiNA/oAoAAAAAKM0u1HLO34mISCn1yDnrOwgAAAAAAEqzt+dPKd2ZUloZEavPfX1zSulva75nAAAAANBJVdOj9sOI+BcRsTciIuf8QUTcW8udAgAAAIDOrKoetZzz1ooejeLyl/C9P66T49ixYzJ3PWquD0F1Qbz22mtyW9fL8+CDD8r85ZdflrnrNDpx4oTMXQ+G66pxyvRUNDQ0yHzatGkynzVrlsznz58v88qOuB49esjeOdc15nqOXD+M6wVS4/T3v/+93NZ1tTzwwAMy/+UvfylzN05dL5Dre3G9Re751ThfunSp3Nbp3bu3zN056I5NpVOnTsnX4+ZT1/HkjqXrWGpubi7MFi5cKLft37+/zF2H0quvvipz163oum1Gjx4t82XLlsnc9WKqY6s61iIitm/fLvNJkybJ3HUZut6zys6k06dPy+Ppxqn7bKvlOF28eLHc1s3l7li+8cYbMnc9aQMGDCiVuy5F10Gn+rvcOew+l91nmeM+pyullOR56T4f3HzquHGqPvfffPNNua0bB3fddZfM582bJ3N37e3GwpkzZ2Tuet7KzKenTp2S27r5dMqUKTJ3PWoLFiyQ+datWwuzahZqW1NKd0VETil1i4h/ExHFbbIAAAAAgFKq+dHH5yLizyJiaERsi4jp574GAAAAANRANd9Ryznnf1nzPQEAAAAARER131F7J6X0i5TSo8n9kDkAAAAAoLRqFmrjI+J/RMSXI2JtSuk/p5TG13a3AAAAAKDzsgu1fNarOeenIuJfR8QzEbEopfRGSunOmu8hAAAAAHQy9nfUUkr9IuLpiPjTiNgVEV+PiF/H2ZuK/CIiRtVyBwEAAACgs6nmZiILI+LvI+LxnPOFxSnvp5T+7lIbNDQ0RN++fQsfUGURETt27JC56kOJiOjZs6fMVf+V63lwPRKqCyHC75vrkrnhhhtkvmXLFpm7DpCjR4/KXPVz3XLLLXJb1+Hm+u9c182BAwdkXunUqVOy88r1ZbW0tMjcbe86QT7NcerOMTeOXJ9K2XHqunNU3+HUqVPltnv27JG56xwaMmSIzD/44AOZV+rSpYsca3369JHbu846Nye5vj/1XpYdp66Tzp1Dbhy5bh03FlxPm+vHUmPFnYNu/nHz6fLly2V+6NAhmVdqaGiQHVDu9bhj6d5r17NW2ft2ITdO3TngesrcOHfdiq6D1I0z9/juPPv2t79dmLmOOdev6roMXZ+fu16sdPjw4Xj99dcL8yNHjsjtu3TRP4jmxrkbx6pLzI1Tdw64Y1X2+tTNOe7Yums4N86HDh1amKm5KaL8fOr69y53Pr1QNQu1CTnnfKkg5/xfOvzMAAAAAIBLqmah1j+l9BcRMSUiPv7fQjnnB2u2VwAAAADQiVVz18d/iIjVcfZ30b4TEZsi4r0a7hMAAAAAdGrVLNT65Zz/V0S055zfyDk/GxF8Nw0AAAAAaqSaH31sP/fvHSmlxyJie0To3x4FAAAAAHRYNQu176eUekfEv4uIv46Iloj4Rk33CgAAAAA6MbtQyzn/5twfD0bEAxERKSW5UGtubo477yzuwna3cXe3RF6/fr3M29vbZT5s2LAOb+tuszt9+nSZP/zwwzJvbW2Vubuturt9q7sddcENPj+mbhM8c+ZMua07diNHjpR52duMV+revXuMHj26MHe3WR8/frzM3XvlblWrbjVbdpzefPPNMn/ooYdkrqoDIvStsCP8ODt9+rTM3ThXt1CeMWOG3LbsOHW3m164cKHMK29T3rNnT7nPkydPlo/n5lN3u2j3elQVg7utuLvtuXtt99xzj8zVra4j/O2sU0oyd7fiPnbsWIcf/8Ybb5TbuoqKKVOmyNzdDr9Hjx4yr9TU1BQ33XRTYT5u3Di5/d69e+3jK+7W3qoWyL3Pbpy413b77bfL3NWVuPPE7b97L915qm7f76pY3HWBO7Zlaxsqtbe3y9czbdo0uX3ZOhP3etTxdNUA7liq8zMi4v7775e5u/Z2z1+22sDVR6nHHzFihNzWXY+5Wh83f13ufHqhan5H7VK+2eFnBAAAAABIHV2o6f99AwAAAADosI4u1PTPLQEAAAAAOqzwd9RSSofj0guyFBGX90PBAAAAAICqFS7Ucs69ruaOAAAAAADO6uiPPgIAAAAAaoSFGgAAAADUmeT6jDqisbExq66ylpYWub3r/fnwww9l7rrCFNdH4o6X64lwj+86QVx/1MmTJ2Xu+qnc6+vdu3dh5vpSTpw4IfO33npL5q5jQ/XkRERs3rx5cc751vNfNzU1ZdWJtWnTJvl4TtnOOqXsOHXbu3Fcdpy6seC2d69PzTFunB4/flzmb7/9tszdOO3Tp4/Mt2zZctE47d69ex40aFDhf9+rl/4pddc/qB47wvf+qMd371PZcepy14nntnfzadlxqsaK6zxy+/b+++/L3PX6uM/p7du3f2KcDhgwoPC/d+eF+9wfOHCgzF3fn+o5qsV10IVct5brn3Kf265Xs8w1UYSeY1zXoev7++CDD2TuxqkbV7t27bponDY2NubBgwcX/vduPt21a5fMXf+q69tSj+/mG6fs574bp44bp26cO2osuH48d02yaNEimbt+PXXtHBHR1tZ20Ti9EN9RAwAAAIA6w0INAAAAAOoMCzUAAAAAqDMs1AAAAACgzrBQAwAAAIA6w0INAAAAAOoMCzUAAAAAqDNda/GgJ0+ejC1bthTmqmMtwnc0uS6GWneilPH000/LfOLEiTJfvny5zHfu3CnztrY2ma9du1bm6tjv2LFDbnvgwAGZO4cOHZK566qpdOLEidiwYUNh7jpLynZ+fJpcX8qcOXNkPmHCBJmXHafbtm2T+bp162SueoPcc7s+Jje/XOlx2t7eHtu3by/MVSdQhO8hcudlmc68Ws/F9957r8zHjh0r861bt8rcHRs3ljZv3ixzNZ+6/js3ztyxP3LkiMy7desm80rt7e2yA8rtjxunBw8elLnrzKvlOO3Xr5/MH3/8cZm7rjHX7ajmhwj/2ezOA9Ux5R778OHDMnfcsbnccXry5El5HeR60Nw4db2Tbpyq64qy49R97j/xxBMyd/Pp6tWrZe466NxY2rhxo8zVfOqe280v7ti7cX654/RCfEcNAAAAAOoMCzUAAAAAqDMs1AAAAACgzrBQAwAAAIA6w0INAAAAAOoMCzUAAAAAqDMs1AAAAACgztSkRy1Cd0G4bpmUksxdv9WnyXUtuC4H123jjp3rW3GdJO7Yqq6IFStWyG1r3al0uY+fc5bj9FruSXPc++zGqesMcb08jNPLo16v65xz3P64+bjMY5fd3uWtra0ydz1px44dk7kbx27/1Dh3nZb12Beq5kzXOefU8zh1nxWuV7KxsVHmruPJdeqVHadHjx4tzFy31bU2n7quWaeex6n73HTdje5z2R07Nw7VOIvw+6+un9esWSO3rcf59Dy+owYAAAAAdYaFGgAAAADUGRZqAAAAAFBnWKgBAAAAQJ1hoQYAAAAAdYaFGgAAAADUGRZqAAAAAFBnataj1tDQUKuHji5drt315WuvvSZz99rKdnS4HoquXWs2JGquX79+Mt+7d+8n/k4dr2v5WJT1+uuvy7zsOHXc9tfye9ORcaqOd5lenmvdW2+9VWp7d+zK9rjV8zh1+967d2+Z79+//xN/V8vP/Xrm+k/fe+89mbvjVrY71r3X1/L71tLSIvNLddB11vnUjYM333xT5mXny3/O16futfft21fm+/btK8yu3RUPAAAAAPwzxUINAAAAAOoMCzUAAAAAqDMs1AAAAACgzrBQAwAAAIA6w0INAAAAAOoMCzUAAAAAqDOpbN/RJR80pT0RsfmKPzBQzoic84DzXzBOUacYp7gWME5xLWCc4lpw0Ti9UE0WagAAAACAjuNHHwEAAACgzrBQAwAAAIA6w0INAAAAAOoMCzUAAAAAqDMs1AAAAACgzvx/ZvYTVR/0JJoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x1008 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_input = \"dm_atari\"\n",
    "noise_type = \"none\"\n",
    "env = \"mspacman\"\n",
    "n_kpts = 7\n",
    "logs_base_dir = \"permakey_exp/\" + img_input + \"/\" + noise_type + \\\n",
    "\"/\" + env + \"/\" + str(n_kpts) + \"/\" + \"2021-03-19T12:06:33.102525/test_logs/\"\n",
    "\n",
    "ckpt_epoch = 1\n",
    "batch = 15\n",
    "f_name = 'epoch_' + str(ckpt_epoch) + '_batch_' + str(batch) + '_preds_masks.npz'\n",
    "pkey_data = np.load(logs_base_dir + f_name)\n",
    "\n",
    "preds = pkey_data['arr_0']\n",
    "gt = pkey_data['arr_1']\n",
    "kpts = pkey_data['arr_2']\n",
    "masks = pkey_data['arr_3']\n",
    "error_maps = pkey_data['arr_4']\n",
    "fig_size = (12, 14)\n",
    "rows_cols = [4, 5]\n",
    "pkey_plot(rows_cols, fig_size, gt, kpts, error_maps, batch, logs_base_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Atari - compare keypoint plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x1008 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logs_base_dir = \"../mutual_information_keypoints/compare_kpts/dm_atari/\"\n",
    "noise_type = \"none\"\n",
    "rows_cols = [5, 4]\n",
    "fig_size = (11, 14)\n",
    "row_titles = [\"Image\", \"Transporter Keypoints\", \"Keypoints (ours)\", \"Error Map Layer 0\", \"Error Map Layer 1\"]\n",
    "env_names = [\"frostbite\", \"mspacman\", \"enduro\", \"battlezone\"]\n",
    "n_kpts = [\"20\", \"7\", \"10\", \"8\"]\n",
    "\n",
    "fr_logs_path = logs_base_dir + noise_type + \"/\" + env_names[0] + \"/\" + n_kpts[0] + \"/\" + \"018612_518648/\"\n",
    "fr_batch_num = 15\n",
    "fr_gt, fr_kpts, fr_g_mask, fr_e_mask, fr_tp_kpts, _ = load_kpts(fr_logs_path, fr_batch_num)\n",
    "\n",
    "pc_logs_path = logs_base_dir + noise_type + \"/\" + env_names[1] + \"/\" + n_kpts[1] + \"/\" + \"816814_341747/\"\n",
    "pc_batch_num = 25\n",
    "pc_gt, pc_kpts, pc_g_mask, pc_e_mask, pc_tp_kpts, _ = load_kpts(pc_logs_path, pc_batch_num)\n",
    "\n",
    "end_logs_path = logs_base_dir + noise_type + \"/\" + env_names[2] + \"/\" + n_kpts[2] + \"/\" + \"762551_920867/\"\n",
    "end_batch_num = 15\n",
    "end_gt, end_kpts, end_g_mask, end_e_mask, end_tp_kpts, _ = load_kpts(end_logs_path, end_batch_num)\n",
    "\n",
    "bat_logs_path = logs_base_dir + noise_type + \"/\" + env_names[3] + \"/\" + n_kpts[3] + \"/\" + \"033354_518085/\"\n",
    "bat_batch_num = 10\n",
    "bat_gt, bat_kpts, bat_g_mask, bat_e_mask, bat_tp_kpts, _ = load_kpts(bat_logs_path, bat_batch_num)\n",
    "\n",
    "gt = [fr_gt, pc_gt, end_gt, bat_gt]\n",
    "e_mask = [fr_e_mask, pc_e_mask, end_e_mask, bat_e_mask]\n",
    "kpts = [fr_kpts, pc_kpts, end_kpts, bat_kpts]\n",
    "tp_kpts = [fr_tp_kpts, pc_tp_kpts, end_tp_kpts, bat_tp_kpts]\n",
    "batch_num = [fr_batch_num, pc_batch_num, end_batch_num, bat_batch_num]\n",
    "compare_kpts_plot(env_names, rows_cols, fig_size, row_titles, gt, e_mask, kpts, batch_num, logs_base_dir, tp_kpts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Noisy Atari - compare keypoint plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1008 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logs_base_dir = \"../mutual_information_keypoints/compare_kpts/dm_atari/\"\n",
    "noise_type = \"both\"\n",
    "rows_cols = [5, 3]\n",
    "fig_size = (8, 14)\n",
    "row_titles = [\"Image\", \"Transporter Keypoints\", \"Keypoints (ours)\", \"Error Map Layer 0\", \"Error Map Layer 1\"]\n",
    "env_names = [\"seaquest\", \"mspacman\", \"montezuma_revenge\"]\n",
    "n_kpts = [\"10\", \"7\", \"10\"]\n",
    "\n",
    "sp_logs_path = logs_base_dir + noise_type + \"/\" + env_names[0] + \"/\" + n_kpts[0] + \"/\" + \"123924_995788/\"\n",
    "sp_batch_num = 4\n",
    "sp_gt, sp_kpts, sp_g_mask, sp_e_mask, sp_tp_kpts, _ = load_kpts(sp_logs_path, sp_batch_num)\n",
    "\n",
    "pcmn_logs_path = logs_base_dir + noise_type + \"/\" + env_names[1] + \"/\" + n_kpts[1] + \"/\" + \"825526_952019/\"\n",
    "pcmn_batch_num = 27\n",
    "pcmn_gt, pcmn_kpts, pcmn_g_mask, pcmn_e_mask, pcmn_tp_kpts, _ = load_kpts(pcmn_logs_path, pcmn_batch_num)\n",
    "\n",
    "mzr_logs_path = logs_base_dir + noise_type + \"/\" + env_names[2] + \"/\" + n_kpts[2] + \"/\" + \"211744_215831/\"\n",
    "mzr_batch_num = 10\n",
    "mzr_gt, mzr_kpts, mzr_g_mask, mzr_e_mask, mzr_tp_kpts, _ = load_kpts(mzr_logs_path, mzr_batch_num)\n",
    "\n",
    "gt = [pcmn_gt, sp_gt, mzr_gt]\n",
    "e_mask = [pcmn_e_mask, sp_e_mask, mzr_e_mask]\n",
    "kpts = [pcmn_kpts, sp_kpts, mzr_kpts]\n",
    "tp_kpts = [pcmn_tp_kpts, sp_tp_kpts, mzr_tp_kpts]\n",
    "batch_num = [pcmn_batch_num, sp_batch_num, mzr_batch_num]\n",
    "compare_kpts_plot(env_names, rows_cols, fig_size, row_titles, gt, e_mask, kpts, batch_num, logs_base_dir, tp_kpts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LSP layer ablation plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vjhzx+sXx4/n1i5YWczC84x3eMTw2Ztp3+/aRvLbrW7PG9IvGRvNee/eOSpIGByfy2u7s2d4+WLzY7Je+PtMv9u/PvV/Y0dTr16f2i1/9yvSLixdTVmeVbxvGKbQZAIBckR4NSVqwwPstc+utLcGy114z15knT3rXQf390a8N/d9JkjR7tleeM8cs273b/Bbzr7fSCTtO580z2/rIR2YE5Ucf7ZMknThhrt3Gx6d2jTbVfmD/1rX3wc03e/v76aeHgmXZ9kUSETEEAAAAAACQUImMGMrnrr0dYfLRj5q7pfbdSN+SJeap+A9+cDbj9u26LF/eIEm6++62YNncuSZKxr+L/M1vngqWZYvCaWgw7xVWbztawY5Oeuopc0c1k7vuag3KfrSFJLW11UiS3vlOs+yf//lMUB4dzdwG9h1fv97+XXBJ6u01d3l/+ctBSdIbb4xm3Ga+bWgjWqH0/Ai6e+9tD5Z1d5t+4T+p+OY3TwfLskXh1NeH9wv/GDt3zvz9rFmmXzz++GCkOt9+u+kXdiRde7vZ1po1TZKk737X1Dtbv7Cjm/x628ev/dRm+nSvrnv2ZO4Xkukb9pMge7v+ejua8fvfN99tE1kebOXThjb6HYBq5l8z2eeu2lpznlq82Pu+zCUStLnZnC/sc1qm95fyj+4uFLsuYefylSsbgrJ/3XepvFWWlL0NfUTAJs+6dU1B2e9f9u8MOxPEX75580Dk7V9zjdm+3+/tKKLTp8327d9Chw55v6XSRencc493zVZTY9bb1251dd7yd7/b/G7Npd7FcOut5vq7v9+Eti9a5O3X2tpzwbJbbjFRW1u3muVJlnfEkOM4RBsBAAAAAABUsIw3dxzH+YjjOI84jvOY4zgfmlz2647jHJA07jjOQcdxfrcUFQUAAAAAAEBhpU0lcxznY5L+WdLzks5I+hfHcT4r6SFJ35L0iqTbJf2D4ziHXNfdVIL6FlzUwYTtkNyREROzGjZwlT3wlv13vnTvtWKFFx67c6cZJMwejPXoUe+9brrJhL5lS22xQxUPHDAhyP6gZvbg0x0duWcW2n/z9ttm+/7g03YYn12XbOkt9mfcts0L75s/P3zwaX+/ZUsly7cN4xRiXY2y9b0PfrBT0uWDo9v9wm8/OyQ0XShrtvd64AEvlWpszLSz3f5R2WmZ9uDojY2m3mfPesfwsmUmLP711zMPAG8PlO4PkG6H9frbtLcbJZXM76/294H/fWOz90trq9kv2QZJ9Ae7z6UNGYgTQLXJdg6yr33s6xB7Io+o7O/TsPfwr62k8l/bdHSY84k9BMGFC6n7y5+4QSp/Cpk/BIRkrjHt9LGwgXhJH0ue06fNtZn/u+lnP+sPloVNxpEL+2/8FDL7Gs6eUCVbWmnYdv0BsyXpoYd6g7I/+UmcBnG262Jfi/tDu7S3m+8af4gWGJnuBPyZpK+5rvt7kuQ4zr+T9P9J+h+u6/6vk695yHGc0cnXVuSNIQAAAAAAgKTKlEq2UtL3rf//VFKtpJ9d8bofSlpd4HoBAAAAAACgyDJFDLmS7BwKP+a0/4rXnZPUUchKlVI+IZ0DAyYMzx+R3RYW+iplT43wR38fGjLbt7flz3SQT2qL/feSdHEyqtH+/PmE5NopWcPDZvvnzl2aXB89ZDEdv97TppmQPzulpbEx93HQ821DFE+6mTr8cHc7vPzaa80MDP4xmMtMCOney0+P6uszYb92CHBUdlplZ6fprwsXmnBcv97Z0sdsTz9tZgv0vy/8NC1JeuEFs/5XvxqOvF2/LvZxf/686WN+H7FnH8uWPmYrRhsCQCULOw+tX98c+lp/lshNm6J/R9rnIZudQuazZ4ItR1qZfT65aJ1yw/bH6tXmPPKtb3kzWZYrpcwewuAjH/HS3sNmupWk97/f+6mUSxuiOvizf0kmlcke3uPSJXPtZc9QFpU9jID/u2tw0HQKO6Xq7Nno125+Cqs9jMGxY6Z+/szZ2YbyKKXDh8O/9w4d8pbb17Zhkj6MQaZf1AdlRQK5rjsh6VZJu6943TJJxwtfNQAAAAAAABRTpoihH0paYC9wXffFkNd9XNJzhaxUseVzN9AeQC6XwarCBp5LJ2zwrl27zFN/f/DmsEFh07GfwthPVPz36uoyTzb6+nKP7kk34Njp094+sgentiOWsrE/ox/QYUdAXH21GfAv6qBnpWhD5C9d9J4/IPLBg6adv/a1k0G5szP3QdPTvZc/GKD9FWE/SY3KfnrT22vqbUcHzZ4d/lQxKv+43759JFhmR7/Z0Xy5blO6/KmL/51pD0CYi2K0IQBUsrDzkD0ovz1hRj6Du9rnmI99bGZQ9q9p7PNFuQefts2ZY84H9v7w2ee2cg8+bWtp8SJBCtmGqD72JBy+KJOEZJItysi+Js2F379eeik8Av2VV6JHppeK/V22a1fmiPx02QNJlvZq3HXdv4q4jU8qNb0MAAAAAAAAMTflx7Su6x4qREUAAAAAAABQWk6uoVOO49RIuiDpRtd1X8nh74jRSqAox1fSB/oCiiFb36PfAUD5zJhhns0uW+YNFbB7t0l96O42qbv19d73dVgaSjrr1pkBY+0JFfr7vbKdku8PMiuVJ62socGcj9auNRMTHDzopTTX1ZmUrHnzTIpcT4+XylKulLJityGAwuLaWJLU47ru+rAVuQ+e4UnEXgMAAAAAAKhm+d4YIvoHAAAAAACgwuWbSjYuaT2pZPEUp/Qtuy7pRn9PSNgeUFJ+H6PfAQCqBakgADAlaVPJch582nXdCeUfaQQAAAAAAICYmPKsZEkxzboV1tho/jM8nDriXXOzWX/+vFlfjsHx7LradQnT1lYTlAcHJyJtP5e/ySU6rbXV1DvbQIh+HbK9f6W2ITAVuUaFAgCQi3JF8fjb5TyHOGtqMr8p7r23XZK0alVjsOzCBfPj4ic/6Zck7ds3Gnn769aZAdv9AdnTqa83dblwIXO/mTHD+311332dwbL5882A6ufOeb+7/uVfzgTLTp40A92Xw1VX1Qdlf19L5rdib+94sOz73z8blMN+CyZRxsgfx3HmO47zecdxvuI4zh87jtMZ8pp3OI7zRPGqCAAAAAAAgGJIe2PIcZzlknZI+pykd0n6G0n7HMe5/4qXtkm6s2g1BAAAAAAAQFFkSiX7vyXtlbTRdd0+x3FmSfqipB86jvM513X/riQ1jAk7teiaa0zI3ltvjaW81g5j2759JChnS4kqhnTpY35InZ0Ktnq1CWvcvHkg0vZvuaUlKO/adT4o+2lda9aYfTUxYUIW9+zJHCJ5001mu3v2eNs9ccKE/82da0IZ/Xpnq3OltmHSNTR4oeKzZ9cGy+69tyMo/9u/eWG3R45cKG3FQmQLZ3/ggRlB+eWXvXDffOu9YIHXB+6+uy1Y9vTTQ0G5udnr2yMj0Y9Zf5uSNG+e2d+1tV4bHDpk6ppLvSupDQGg1Do6vO/r5csbgmV2aoN9fRV3U03v8s83knTddU0ZXhmvFLJqakNkF/dB0P/iL7qD8t/8zbEy1uRycd9vSZfpxtCtkj7tum6fJLmue0rSJxzHeUHSf3ccZ7Hrup8tRSUBAAAAAABQeJluDDVKGrlyoeu6X3Ec56ik7zqO0y3py8WqHAAAAAAAAIon042hvfLGFnr8yhWu6/7YcZx7JP1Y0o1FqlusjI6a0Dd7FPd77mlPea0dLmr/XanYYXh+aKt0eXjrf/gPsyRJBw6YNKqDB1NTqrI5edKkd91wQ3NQXrLES8V6/nmT2vLGG9FH2N+92+xDfwT8T31qdrDsqacGg/Lbb0ert90Wzz03lOGVl6eylaMNYdxxh5cqdfiwaWc75clPUbT7YtRUyGKx06Q2beoPykuXmhTFvXu9Y/yd7zQpnK+/njnU/M47W4OynwK5cKHZZnu7uZfv9/co+8KfMcOun9+HJWn6dD81wPyNPxuFJPX3Z54RMNuMiN3dXnvGqQ0BoJjs2VE/+lEvzdhOt+3vN7P7tLd713IvvHCuRLXLXz7pXdOtXyP+vpCkOXO8/WHP2vTgg2b9D3/YN/meOb9lQVRrGyI32dIn7ZR+/3fTr35lZg/r6jLHTNRZoW1hf5MufSzbTGRh27XT/H/5S3Nt5l9n5lNn6fLfq4VKC7Xr8sor5pr4+HHvM9jXtsxElirTrGQ/l/Qpx3Hqw1a6rrtF0h2SasLWAwAAAAAAIN4yRQz9N0nfU4abR67rvu44zjpJqwtdMQAAAAAAABRX2htDrusOSXo92wYmB6V+upCViqPxcRPi9tJLJvyvszN1F9rry81O8bDr5c8Wtn+/Se/KlsYS5tVXTZievY9mzJie8p65OHZsPKVsp5m89pp532xpLGH1s/lpP3bKT5zaMOn8EFa7r3396yeD8rx5dZe9Lg7sY8n2+OMmBdJPzzpz5mLoa8McP276RVeXtz++853TwTI/JUvKbX9cvOj1DXvmv7o6E+Lr952+PlPXXMKRfRs2mFS4LVtMOmcc2xAoNmZnSTY7vX/fPu9azD4f2GkOdnpSHE31WO3oMOd3O/1qdDQ11cOe4dafwSyf81GusvVXP+29UtsQ+cslDcq/zrG7zOWp+dGvCX29veba7R3v8IYn8K/rpPxnVJ6YrNaxY+HXZv41Y779rxizCtqpZAMDqfuS68zMMqWSAQAAAAAAoIo5xbhbF/pGjlPRI/j6TyUk6brrmoJy2J1He2DcdBE1pZJu8Om9e72nU7Nnm6c0LS3mtXa9M7H3hX3H++RJ7y7typXmPe3Bp7NF+XR3mycr/uDT9kBtq1eb9/UHts02uLXdhvZAhmHswafL3YZJ19DgtduqVWaQ5u3bTZv4g57HKcrLj5iTpJkzTbm313xf+ING24PV52LdOu9z79hh9sWqVaa/vfmmNzi1PehhNgsXpg7qLUmXJjfht4UkHTgQ/alLtvOM39/i1IbVJE6RKXGqS7nZ+yJs8NI47QvarfCuucZcx/i7r6XFPK+dsC6T2tq867NqHZTfj4CVpBUrzHmsrs7bHzXWaKZ2JIQ/kHMpI4bSDZh73XXeOTmpbQigYvS4rrs+bAURQwAAAAAAAAnFjSEAAAAAAICEmlIqmeM4Ha7rho+ymvpacnAAACixbCkQ5Ugli0NdwpQyZaqS0rMqKe2tUtjDDjQ1ec9pT582g8jOnVuX8jf5ph7HnZ1+ZU+i4KeNNTRMS1kmSW+9NTq5rNg1zN5fV6700t2T2oZAJauk83EBTC2VzHGc33cc53PW/69zHOeIpDOO4/Q4jrOgQBUFAAAAAABAiURNJfsjSYPW//+7pGOS/t3kNv6mwPUCAAAAAABAkU3P/hJJ0iJJeyXJcZxZkjZIeq/ruk85jnNB0peLVD8AAFAApZqFNIo41SWdsJSpYmy/EPwZSP2UJEk6dsyktEyfvNrzZ3mScpux0Ba2P/wZlyRpcDDzrKPwhM1qazt7NjkpR+fOmWNx377MM8yWSz79NUltCFSDdGnuSRE1YmhMkp8o+25JI5Kenfz/WUkdBa4XAAAAAAAAiixqxNA2SX8wOa7Qf5L0c9d1/UdCV8lLK6saCRuACgBQxeJ0zopTXbKppKeF/f3eJVlzs3ned+ONzUHZH7C3s9Nc9j3xhD1CQGbNzSYiaOXKBknS9OmmLZcvbwjKZ854kUoHDmSOiIHBdSeQDHfc0SpJWru2KVh27pyJsnz00T5J5js9irlza4Pyhz/cKeny7+dnnx0Kytu3j0Te7rTJ08nERObvJzsSdXy8cs6bYSrpvF8MUSOG/lTSGkk7JC2U9L9Z635d0pYC1wsAAAAAAABFFiliyHXd1yVd5TjOTEln3ctvp/2ppN5iVA4AAAAAAADFk/XGkOM4DZIGJH3Mdd1Hr1zvuu6OYlQsLsIGn7z99tagvGFDiyRp2jQTsvf00yY8e+vWc0H5Un7jPE5JQ4Op18qVjUH5zJmLkrIPfpjNmjVmmx/4gBlqyg9htEMWH398ICiPjmYO1WttNcFsv/mbXZLM4JqSdPbsxaD8b//mbTfbZ5lmxcfddlvltGFSZAvf/NSnZgflri7z1eUPdPqd75xJWVYuq1ebfnH33W1BubHRHIRvvjkmSfrpT/uCZdn6RUuL+fsPfcgLF16ypD5Ydv68OUB/+MOzkqRDh7L3cb9v3HRTS7DsrrtMvf22eeEF0xe2bDGhyRNZdnd3txfmbH9HxL0NkUyVnrKT7Ty4eHF9xvXprFplUsVuvrklZb39PdPTM5zXeySNfT7wpRv41B/cu1jfi+VOZZtu/RrJNkC6fR4cHvbWlyv7w25DP4XGT9u8UrHbEPG1bp1JG/PTbu3vSf96TpL6+k5l3FZYX/zMZ+YE5Ycf9v7+Yx+bGSz7+MdNub/f/H7Kdn34wQ+mDiF8//2mrj/+cV/Ksh/84GzGbRZSIb+3Kv3cXyhZU8lc1x2VdFIS32QAAAAAAABVJOoYQ1+V9J8cx6nN+koAAAAAAABUhKizknXIG3z6gOM4j0s6IcmO33Jd1/3zQlcuDso9OvlUw+Q6OkwT2+G3ZyYzNu66y6RU2SPgv/pqtFHrd+zI/Lr77uvMuB4Iky6cvtjKHU4fJlud/vIv55eoJgAqyQMPzAjKP/qRF95vp3BGSTMN09fnXSuMjpo0n/b2mnQvRxr2TG6+dN/3t9zipe9t3jwQur6QwoZQKDb7WnXZMrNf3n57VNLl6WXLlpl0SD+9+cKF8lyr2204Nub1h6NHTb+yP5efYl6KNkS87NkzGpMeqhIAACAASURBVJT9GR7t4/gXv+gPyn/5l96/uVwH/8M/nAjKflqXne4/e7Y5Dnt7xyPX+5lnhlKW+eljtq1bU19XauX43qpGUW8MfVTS2GT5XSHrXUlVeWMIAAAAAACgWkWdlWxpsSsSJ9miAmbONLstbGC8gwfHgnIhByvO526o/URvaMiUZ8zwPoM/WJ4knT5tBiTLx7veZQarffZZb/DmN980d8mzDaxrs+u6e/d5SdK2bWbg21tvNZFOUe9+223hb1MqbRsimrBjfO9ecyxt2mTaZ+VK74ldIQd0nGrEkl2X554zT1L8J+2SNGeOl5mbS78Iq9e3v306WLZwYV1oHbLxj/GhIfM3jzxyNmV9Q4N5apttwGmbX5dStiGQJPbkDD4/SsiWb5SQfR70vxvsKI758xlpIFf2QOH+wP933GGuo/bsMdcpx49PbaKQXJTjifupU5mv437rt7qC8r595jySbqDnUrHb0I8Aue8+MxCw3YaHDplzHmBP5mFHlvny7YcHDnjHmd1P2tqag3I+0XUPPmiiTzdtMhFv/mRMcbh2I1KoMKKOMQQAAAAAAIAqE/nGkOM41ziO8y+O47zpOM6Y4zjrJpf/teM4HyheFQEAAAAAAFAMkVLJJm/8/FjS85K+Kek/W6vHJP2RpH8reO1ipLbWpHCsXdsUlJ96ajDltXfdZUKB7cG/7LStfOQTJmcPKD0yYkJa/YyU+npzb7CtbWqDR/rpYzZ7m3aou12vMN3dJiz9zBkvxc1OuXnjDRMiuWKFl4aya5f5fGHi0IZIL10K5/TJb6mrr04dqFO6PJQ7Hxs2bEhZNtWQVP+YlS4f9N2WT72z1evsWfO+w8O550DadZo3LzU15MiR/ELh/ZTW06fD0wWm2oZA0vnn1GINkB82IcXoqDmPxyGVoNLY39d+ed06k/Kxd6+5ptm/v7hpSOWYWCGdsJRp+xzx0kvDJa9TOnFqQ1QGf4gN+zvTHvajsXHa5LL8rkO3bvVS1Ozfd3baWj7S/f327d55IZ/rzULI9r1lX99v2bKl2NWpClEjhr4g6WHXde+U9NdXrHtV0nUFrRUAAAAAAACKLuqNoVWS/mWyfOUtzEFJMwQAAAAAAICK4kRJmXAc55Ck/+K67tccx6mRNC5pveu6rziO8weSPuu67oos2yAHB0DsbNy4MSg/9thjZaxJsmQ798QptQHxxrGESuTPDiuZGa3sGVO7u80sk/X13jG8Y0fmlPlKla0PL1xYH5TtNOeeHi+trFyzx9KGQHxxfZ9Wj+u668NWRI0Y+mdJ/6fjOLdby1zHcVZI+nNJ35liBQEAAAAAAFBikQaflvR5SaslPS2pd3LZo5LmStos6f8qfNWA0ooYPVeCmgDJ4verqQ76DZT7WCJ6CVGFDVxs27dvNGVZtcqlX8RpsgLaEIivQ4cOlbsKFSfSjSHXdcck3ec4znslvVdSl6Szkh53XfcXRawfAAAAAAAAiiTqdPU1rutOuK77uKTHi1wnAAAAAAAAlEDUwad7JX1T0jdc192d1xsx+DRyUI5wfPs97e2nWw5Ui3L3t1K9J8JVelvEqf5h54tcziHTppmhH1etWhWUd+3aVagqAgDKZPZsLybj2mubg2WHD48F5QMHvPLoKD+bUTRTHnz6HyQ9KGmn4zgvOo7zacdx2gpWPQAAAAAAAJRcpBtDruv+leu6V0l6n6S9kv5O0nHHcb7jOM7dxawgAAAAAAAAiiPqrGSSJNd1n5D0hOM4n5H0MUmfkbTJcZzDkh6W9DXXdY8VvJYxs3RpfVDeuLEjZf2Xv9ybssxWrrD8YoTbd3WZQ+jDH+4Myg0N3j3Hl146Fyzbtm045+1L0oc+5G33Jz/pC5Z9/OMzg/Kjj3rLz5+/FHmb2dqQ2ZHio6HBOy7t46urqzYo+zOU+MdBHEQ5fm67rVWS9MIL57K8MtwHPtAuSbrqqoZgmT0rir8/Rkai94vFi02/OHjQhDb/wR/MkSRt2tQfLNu/36zPJqwN//AP5wblOLZhEqVLoY27uKa65bMP7c+ycOHCoEwqGQDEW5Tv/D/5k3mSpOZmE5tx9dXm2sv/LfPww6cLXDtPXFOvw0y1LnH6rJUiairZldZLukPSKkl9kp6V9ClJ+x3H+a0C1Q0AAAAAAABFFPnGkOM4ix3H+c+O47wpb2ayeZI+Kanbdd3flrRY0lcl/dei1BQAAAAAAAAFFXW6+iclvUvSUUnfkDc72UH7Na7rTjiO80+SPlvwWsZAa6u5h/a7vzs7KPtRag89ZNLHvvxl83dtbTVBeXBwongVzFHYbCn5+NSnzL5obTWf9V//9YwkacOG1mCZ/fn37BmN/B52Cpmvt/dCUH7wwRmSpG99K3PYZbY2nD+/Llj26U+b9V/84vHIdUXhfeQjXvueODEeLLPDPx955GzGvy93qOg11zQF5e3bR4KynyJp94vXXz+fcVt33mn6U3u79/W9Z4/5m/e8pz0o++mc3/jGqch1tdPHbHPneql7n/yk6Rd/+7cma7i/P/N3W7Y2vOmmFkmXp4Nu3jwQtdookEpKH4urcn/foHI0Npprkvvv91LalywxKSV2GvAvfuF9H+Zy7YTiow2RTrrU7Fdf9a4Dt2wZCpbNm2eGR2hqyjeZJ3eF+i1YCMWuS5w+a5xFHWPopKSNkn7hZt6jr0paOuVaAQAAAAAAoOgi3RhyXffXI75uXNLBrC+sQMPD5q5/T48ZLPbwYS9yxR5U1RanKCFboe6Ybt1q7nhfNOPe6tprvSiJbdvMvjpwIPpgtXak1T33eFEQY2OmzvPmmeien/3MDIibSS5t+PDDp0L/DqX385977XvPPWaQ8OHh1H7lR9BI0sDAxZT15WJHCdn8Y/DNN6M/PezpMQO4336791RpxgzzuZ96ajAoHz4cvb/V1HhPUuyoufvvN/3Bf9/5881TraGh6N9t2drwlVe8fbF1a34DcWNqiHIBgGiyXT//xV90l6gmiLN0x4n/u+mWW1qCZS++aK59brvNW16KyLI4Rc8Uuy5x+qxxltOsZI7jLJC0QlLDletc132sUJUCAAAAAABA8UUdY6hV0vck3eMvmvzXvv1WIwAAAAAAAFSMqBFDX5C0SN4A1M9JekDeNPW/Jek9kn6jKLWLkUtWNtG5c+Y/R454aUj2AHRLl5qB5w4dMoMkXypzRlIx0gXsVLnRUXOf8OxZL5WnuTm/QdSGhszO8qP/nnvOpK3deWdbztv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      "text/plain": [
       "<Figure size 1152x1152 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_name = \"space_invaders\"\n",
    "noise_type = \"none\"\n",
    "logs_base_dir = \"/media/anand/Volume/exp/compare_kpts/dm_atari/\" + noise_type + \"/\" + env_name + \"/\" + \"25/\"\n",
    "rows_cols = [5, 5]\n",
    "fig_size = (16, 16)\n",
    "row_titles = [\"Image\", \"Layer 0\", \"Layers 0-1\", \"Layers 2-3\", \"Layers 0-1-2-3\"]\n",
    "# lsp layer-0 model\n",
    "sp_0_compare_logs_path = logs_base_dir + \"143210/\"\n",
    "sp_0_batch_num = 30\n",
    "sp_0_gt, sp_0_kpts, sp_0_g_mask, sp_0_e_mask, _, _ = load_kpts(sp_0_compare_logs_path, sp_0_batch_num, tp_load=False)\n",
    "# lsp layer-0-1 model\n",
    "sp_01_compare_logs_path = logs_base_dir + \"736432/\"\n",
    "sp_01_batch_num = 30\n",
    "sp_01_gt, sp_01_kpts, sp_01_g_mask, sp_01_e_mask, _, _ = load_kpts(sp_01_compare_logs_path, sp_01_batch_num, tp_load=False)\n",
    "# lsp layer-2-3 model\n",
    "sp_23_compare_logs_path = logs_base_dir + \"572251/\"\n",
    "sp_23_batch_num = 30\n",
    "sp_23_gt, sp_23_kpts, sp_23_g_mask, sp_23_e_mask, _, _ = load_kpts(sp_23_compare_logs_path, sp_23_batch_num, tp_load=False)\n",
    "# lsp layer-0-1-2-3 model\n",
    "sp_0123_compare_logs_path = logs_base_dir + \"879453/\"\n",
    "sp_0123_batch_num = 30\n",
    "sp_0123_gt, sp_0123_kpts, sp_0123_g_mask, sp_0123_e_mask, _, _ = load_kpts(sp_0123_compare_logs_path, sp_0123_batch_num, tp_load=False)\n",
    "\n",
    "gt = [sp_0_gt]*rows_cols[1]\n",
    "e_mask = [sp_0_e_mask, sp_01_e_mask, sp_23_e_mask, sp_0123_e_mask]\n",
    "kpts = [sp_0_kpts, sp_01_kpts, sp_23_kpts, sp_0123_kpts]\n",
    "batch_num = [sp_0_batch_num, sp_01_batch_num, sp_23_batch_num, sp_0123_batch_num]\n",
    "compare_kpts_plot(env_names, rows_cols, fig_size, row_titles, gt, e_mask, kpts, \n",
    "                  batch_num, logs_base_dir, layer_ablation=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of keypoints ablation plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_name = \"frostbite\"\n",
    "noise_type = \"none\"\n",
    "logs_base_dir = \"/media/anand/Volume/exp/compare_kpts/dm_atari/\" + noise_type + \"/\" + env_name + \"/\"\n",
    "rows_cols = [4, 5]\n",
    "fig_size = (12, 12)\n",
    "row_titles = [\"Image\", \"Num_kpts = 15\", \"Num_kpts = 20\", \"Num_kpts = 25\"]\n",
    "\n",
    "fr_15_compare_logs_path = logs_base_dir + \"15/202050/\"\n",
    "fr_15_batch_num = 25\n",
    "fr_15_gt, fr_15_kpts, fr_15_g_mask, fr_15_e_mask, _, _ = load_kpts(fr_15_compare_logs_path, fr_15_batch_num, tp_load=False)\n",
    "\n",
    "fr_20_compare_logs_path = logs_base_dir + \"20/417945/\"\n",
    "fr_20_batch_num = 25\n",
    "fr_20_gt, fr_20_kpts, fr_20_g_mask, fr_20_e_mask, _, _ = load_kpts(fr_20_compare_logs_path, fr_20_batch_num, tp_load=False)\n",
    "\n",
    "fr_25_compare_logs_path = logs_base_dir + \"25/940738/\"\n",
    "fr_25_batch_num = 25\n",
    "fr_25_gt, fr_25_kpts, fr_25_g_mask, fr_25_e_mask, _, _ = load_kpts(fr_25_compare_logs_path, fr_25_batch_num, tp_load=False)\n",
    "\n",
    "gt = [fr_15_gt]*rows_cols[1]\n",
    "e_mask = [fr_15_e_mask, fr_20_e_mask, fr_25_e_mask]\n",
    "kpts = [fr_15_kpts, fr_20_kpts, fr_25_kpts]\n",
    "batch_num = [fr_15_batch_num, fr_20_batch_num, fr_25_batch_num]\n",
    "compare_kpts_plot(env_names, rows_cols, fig_size, row_titles, gt, e_mask, kpts, \n",
    "                  batch_num, logs_base_dir, nkpts_ablation=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seeds ablation plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x504 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "logs_base_dir = \"../mutual_information_keypoints/compare_kpts/dm_atari/\"\n",
    "noise_type = \"none\"\n",
    "env_names = \"battlezone\"\n",
    "overlay_logs_path = logs_base_dir + noise_type + \"/\" + env_names + \"/\" + \"8/\"\n",
    "rows_cols = [2, 5]\n",
    "fig_size = (16, 7)\n",
    "n_kpts = 8\n",
    "batch_num = 43\n",
    "# select unique ids (i.e. folder names) of seeds you want to plot\n",
    "model_ids_list = [\"152312/\", \"467951/\", \"717927/\", \"822005/\", \"966317/\"]\n",
    "colors = [(255, 0, 0, 128), (255, 70, 0, 128), (0, 0, 255, 128), (180, 20, 10, 128), (255, 255, 0, 128)]\n",
    "kpts_list = []\n",
    "for model_id in model_ids_list:\n",
    "    logs_path = overlay_logs_path + model_id\n",
    "    gt, kpts, g_mask, e_mask, _, _ = load_kpts(logs_path, batch_num, tp_load=False)\n",
    "    kpts_list.append(kpts)\n",
    "overlay_kpts_plot(rows_cols, fig_size, kpts_list, colors, gt, batch_num, logs_base_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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